{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "23de0711",
   "metadata": {},
   "source": [
    "## Great fot thick layer!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bd295808-5844-4ec2-9860-6c0d4bf19ff4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from tensorflow import keras\n",
    "import matplotlib.pyplot as plt\n",
    "from keras.layers import Dropout\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "71cdb053-2040-48f5-826e-4e262d050312",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from scipy.special import erf\n",
    "\n",
    "import refnx\n",
    "from refnx.dataset import ReflectDataset, Data1D\n",
    "from refnx.reflect import SLD, MaterialSLD, ReflectModel, Component\n",
    "from refnx.analysis import Objective, CurveFitter, Transform, possibly_create_parameter\n",
    "from refnx.analysis import Parameter, Parameters\n",
    "from refnx.reflect import SLD, Slab, Structure, ReflectModel\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9552c7b7-5d6a-42dc-8685-15caef9ab9c4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def data_load(path):\n",
    "    data = np.loadtxt(path)\n",
    "    data_q = data[:,1]*(data[:,0]**4)\n",
    "    maximum, minimum = -11.367532016485333, -30.062217245183856 #normalization\n",
    "    data_ex = (np.log(data_q)-minimum)/(maximum-minimum)\n",
    "    data_ex = np.reshape(data_ex, (1, 256))\n",
    "    return data_ex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3a137a82-b0eb-493b-b315-961855b48ea9",
   "metadata": {},
   "outputs": [],
   "source": [
    "#loading of the model\n",
    "model = keras.models.load_model(\"DensNet_PTCDI.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6da617fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 3s 3s/step\n",
      "[ 6.95582247 11.72493553 20.76709175  1.31348646 23.32169533  9.6658411\n",
      " 23.83426666]\n",
      "<None>, 256 points\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2.046076123013532: : 43it [03:22,  4.71s/it] \n",
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "________________________________________________________________________________\n",
      "Structure:                \n",
      "solvent: None\n",
      "reverse structure: False\n",
      "contract: 0\n",
      "\n",
      "________________________________________________________________________________\n",
      "Parameters:       ''       \n",
      "<Parameter:  ' - thick'   , value=0 (fixed)  , bounds=[-inf, inf]>\n",
      "________________________________________________________________________________\n",
      "Parameters:       ''       \n",
      "<Parameter:   ' - sld'    , value=0 (fixed)  , bounds=[-inf, inf]>\n",
      "<Parameter:   ' - isld'   , value=0 (fixed)  , bounds=[-inf, inf]>\n",
      "<Parameter:  ' - rough'   , value=0 (fixed)  , bounds=[-inf, inf]>\n",
      "<Parameter:' - volfrac solvent', value=0 (fixed)  , bounds=[0.0, 1.0]>\n",
      "________________________________________________________________________________\n",
      "Parameters:      None      \n",
      "<Parameter:      ''       , value=50 (fixed)  , bounds=[-inf, inf]>\n",
      "<Parameter:      ''       , value=20.8405 +/- 0.00693, bounds=[19.0, 24.0]>\n",
      "<Parameter:      ''       , value=0.22 (fixed)  , bounds=[-inf, inf]>\n",
      "<Parameter:      ''       , value=8.23404 +/- 0.291, bounds=[3.0, 9.0]>\n",
      "<Parameter:      ''       , value=15.9619 +/- 0.196, bounds=[14.0, 19.0]>\n",
      "<Parameter:      ''       , value=0.5 (fixed)  , bounds=[-inf, inf]>\n",
      "<Parameter:      ''       , value=23.8763 +/- 0.0644, bounds=[0.0, 30.0]>\n",
      "<Parameter:      ''       , value=0.624684 +/- 0.0232, bounds=[0.2, 2.0]>\n",
      "<Parameter:      ''       , value=27.5469 +/- 42.2 , bounds=[0.0, 28.0]>\n",
      "<Parameter:      ''       , value=2.76006  +/- 512 , bounds=[0.2, 3.0]>\n",
      "________________________________________________________________________________\n",
      "Parameters:   'iner_SLD'   \n",
      "<Parameter:'iner_SLD - thick', value=5.5 (fixed)  , bounds=[-inf, inf]>\n",
      "________________________________________________________________________________\n",
      "Parameters:   'iner_SLD'   \n",
      "<Parameter:'iner_SLD - sld', value=16.9 (fixed)  , bounds=[-inf, inf]>\n",
      "<Parameter:'iner_SLD - isld', value=0 (fixed)  , bounds=[-inf, inf]>\n",
      "<Parameter:'iner_SLD - rough', value=7.5 (fixed)  , bounds=[-inf, inf]>\n",
      "<Parameter:'iner_SLD - volfrac solvent', value=0 (fixed)  , bounds=[0.0, 1.0]>\n",
      "________________________________________________________________________________\n",
      "Parameters:     'SiO2'     \n",
      "<Parameter:'SiO2 - thick' , value=47 (fixed)  , bounds=[-inf, inf]>\n",
      "________________________________________________________________________________\n",
      "Parameters:     'SiO2'     \n",
      "<Parameter: 'SiO2 - sld'  , value=21.2632 (fixed)  , bounds=[-inf, inf]>\n",
      "<Parameter: 'SiO2 - isld' , value=0.058 (fixed)  , bounds=[-inf, inf]>\n",
      "<Parameter:'SiO2 - rough' , value=1.2 (fixed)  , bounds=[-inf, inf]>\n",
      "<Parameter:'SiO2 - volfrac solvent', value=0 (fixed)  , bounds=[0.0, 1.0]>\n",
      "________________________________________________________________________________\n",
      "Parameters:      'Si'      \n",
      "<Parameter: 'Si - thick'  , value=0 (fixed)  , bounds=[-inf, inf]>\n",
      "________________________________________________________________________________\n",
      "Parameters:      'Si'      \n",
      "<Parameter:  'Si - sld'   , value=21.861 (fixed)  , bounds=[-inf, inf]>\n",
      "<Parameter:  'Si - isld'  , value=0.103 (fixed)  , bounds=[-inf, inf]>\n",
      "<Parameter: 'Si - rough'  , value=1 (fixed)  , bounds=[-inf, inf]>\n",
      "<Parameter:'Si - volfrac solvent', value=0 (fixed)  , bounds=[0.0, 1.0]>\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jV53Zsye2HX4hKFnA+eCD6PMlS+KrbsbEVnn8vrOVK6PP/Y7Fm29Gn3/4YfxyyZk7Y7mDneX+Dvy24V7uN/9ry5bYipq7suXef1GR1KOHfxtDIOWAM3DgQFVXV7e8rnV9sSeccEJ6WwUA2eDLX3b+Ej7zTP/l7g7Or7NLFnC8YSNZwHH/VW65O/qtW6WGhuA2SP5VIvd77iBiuYPFpk3xIaqhITYY+FWJ3JUK97qW+1js3Bk/5LV5c+x77rBiuY9PsgpOc3P8sdi9OzZc+YVB9+/4VV/cAWfLlvghwebm2Lb7jYC4A0yyNuzb54Q/N3eAkuKPt11eXi6FeIpJmy/0d+qpp6azHQCQffyqGW7JOm13uNi3L35Iw/s7fh1ma4aopPjOzVsBSNZh+gUcdzDYsyd+H+5hHcl/OM69Xb+Q5W6XMfHrePfZ3gqOFH/8vcfKL5S6f8fv+3Lv15j4Y7N1a2xQ8zsW7n93yQKpd30pPuQGBZyKivhth0ibA45pzyl2AJALysqiz/0m57o7/mRVCSm+w/T+jreCs39/bMeebIjKb5vezi9ZwPELdckCjXcIxNvBSq0LOFJ82PB+Lm9YMSb22i8+12yL+x3v5/J+P22p4Hjb6Q1777+feH0pecDxtiso4AwYEN2He3I4AScxzpwCEHruTsFbETh4MLYTTlbB8XudLOAkG26S2l/BaW6O3Y9fBSdZwPF22t71jYndbiphMFnA8X5u78UQGxrih9K8x9e7zWTfl/d3/AJOskqTN3h515daN0TlXd+9zcGDncdIxBl+s+z3HeIJxhL3ogIAf42NsZ3Z6tWxy7dvj+1A0xFwvB2mN+A0Nsafpp0s4Hg7P2/n6G3Dtm3xwSBZaPJuw2+IxH2V41274veRLOAkCw7efTY3xw8JtneIqqkpdpuNjfH78PvOErXB+7mam2OPxb598ROJUx2iqqqKXqnY/Vmp4ABAHvMOu3iveeKtBvh12qkGnG7d/LdpOyrbERkTP6HUdoZ2ndZWcLydZVNT7F/7fu3wdtr2tR3S87bBVm+KipzHAwfiTyVPtYJjT4sO6tR79oxOnPWGDXt87anuySo43ja51+/SxXn0hlL72e2x8B4r2yb7OfyGybz/jrzfkfe1t+rm/r569Yr/HQJOYkX2HyoAhFHQqbWW7VSGDHEeDxyI/2vedphDh8a+tmynM3y4/3L3X+L2/7neDtOGkYEDncegOTh2H0EBZ+BAqXt357m3w7Sf/dBDY/dp2TbZNniPlQ0BQ4dGP4e3k7btOuww5zGoglNTE7tPbxsqKqJDL96AY7dhv4+ggDNsWOxry65fUSHZs4qDwkXQsbKv7fKgilufPlLv3s5z73dmX3/iE7G/Y7nPkrJBigpO6lasWJHOdgBAdvHOM/F2RLYjGzhQKvz4f6XuTsSY+I4oqMO0nXaiyolfp21M8nBhg8LhhzuPQQGnVy+pb1/neVCHafcRFC5sp+0NFnYfffpEKwrecOE9VkEVHNuGoGNVXh4ccOzv2OMddKxsG4IqOJWVwdUsbxgMOlZB35c99occ4l99cb8eMSL2dyz3vxsCDgAgRtCptZZ7WMavE2loiM47seEiWcAJ6iyDOu2mpug+gjpMu09bwQnqLHv1iu7DHR6Mia9KBFWRgqoSdnlZmX+nHYlEXwcFnGQhy7axrCz1MBhUwQkKpO5jZYe5gtqRLAwGfV/uEJUs4NhKVFD4Li/P6yGq4kw3AACykrvDbGxM3GlXVjp/7ftdBbdbt2hnFhRwknXa5eXROR3uTtsdRGy48Hbadpt2KC1RBcde5M7djt27oxObg6on3k47aKKtOwy6O9yGhug+gjptvwqOMfHzbcrLo8Ng7nbs2xfdhw2U3mPlHTLcu9c5O8vecsEdPuwcHPexiETiq1nJql27dzsTi71DkGVl0c/mDYO2HYMGxbdBSj5E5Z1TFVJpr+DU19drwYIFuvPOO9O9aQDoPMn+0rbLe/b0H3ZxdyK2Iwm6AJt7iMo9wdRv2MXdYdrn3bpF52sEBTF7yrD3goPJqhJ2e8XF0XsoJeu09+yJPWsq2bGyoatbt+gwWVCnbb+PSCT2cyQbokolDLqrLzZcuNdxBxy/Y+X+/uw1aJJVu4La6a52uUNpfX10H0GVv1SHqEJ+mnjKFZx3331X3/72t1VaWqpf/vKXqqys1Pr167Vy5UqtWrWq5XHjxo0yxqhHjx765je/2ZFtB4COYzuNmhrn8vvJKjhS7F/a7r/Eg4YzvAHHGKdqYO8PlGwOjnsfQWdR2XUGDHA6bWOcdeyZW+6AY7ftDgPuzjDozCBvwLHttKHLfazsKc/eCo79nEH7sMfKBge7jp0YnayCY7fXo0c0OAR9p+XlznfW2Oj82AnF7mNlr0bsd30ZdxgMqnb16eNUhj76yGmHbZM7DNrP5j5W9nn37s423L/jbYd7iCoP5+CkHHCmT5+u6dOna/DgwRo1apR2796thoYGVVRU6Mgjj9SoUaO0adMm/f73v9ekSZNUY/+DBYBc1JoKjt9fye7lttP2dnbuTtuGj8bG+ICTbIjKHXCChqjKy53t7t7tH2CCwkUq4cNuz91puwOOO4jZYODutO3v9+wZHAZtO22lyX6OqqrYdiYLOEFzprzr2KFJdzvcFRx7UUG/aleiY+UNpTbg+C23/w78qnbufxNB1S53BScP5+CkPES1bds2jRo1Ssccc4xqa2s1Y8YMbdq0Sbt27dJLL72ke++9VwUFBRo/fjzhBkDu804WbW0Fx73cr7OLRGKviWI79qDqSbIKTtB1Vdzt8NtHsuXuztBvubsdPXv6V5Lcy/0mMrsDTrIwWFmZOIiVl/sPCfp9X0EBJ6gdfsciqA3JwmDQsUr1+3K3MVEFx++zeq8pFFIpB5w777xTV1xxhaZPn6577rlHTzzxhGbMmKG33DeCA4Cw8FZw7GRQ73L3WTt+f2kHBZw9e6JzKVLpMBPtI6iz3L8/Wmloa4fZ2qpEovkvrQlZQWEw6Fi5KxuJwmDQsfK2w++z+i1vTTXM/TpoWNHdzmTfV7IzufyGqNw3MrXLQirlgHPmmWdqzZo1Wrhwob72ta9p5cqVmjx5sk4++WTNmDFD2/zuXwIAucobcCT/TjuoI0o2B8euW1joDOskq0q0ZQ6Oe1tt7TCTddrNzdGrEqej03bvwwbAvXujz4OGZlpzrGwb9u6NnlnlDYOJAk7QsXK3ISh8pPqdtSaQHjgQbfuBA86wl22Ht7rY2BgN6nYIMaTadSXjK6+8Um+88YaKioo0cuRIRSIRNbv/wgGAXGU7KzuvRGpdRxQ03GE7andHVVCQvNNONgfHtmHPnminbZeXljqnNafaYSZrg7cSZbkrOO3ttA8ejHbadnlBgTM5OtVqV7JjJUXDWVAYDAo4qVa79u2LBoqDB6Phw32sWjNk6Bey3O1wr+s3P8wGndLS6ETzkGr3aeK9e/fWnXfeqYULF2ry5MmaNGmSfvrTn2qf95LlAJBL/IZd/OZKJKtKuKsBBw9GzyJy/777MWiCb7Jhl0Sdtt2/X4BJ1mn7dbgffRQ9DdyuW1TkdJrt7bTtxFr3toPCoN+xChomcx+rrl2jV5+227bLu3Z1zoJK9Vj5hUH3d+5exxs+kgXjZMequDgavr3HqqTECbXeIao8GZ6S0ngdnCOPPFLPPvus7rvvPv3ud7/TMHsvDwDINe6r3rZ1KMFvuft9b8BJ1Gm7J+cGzfPp1i167RZbVfEGHL922nVbU7Vwv++9MF06Om1bWUh2rJINUQVN3vVrp3u5+9HvWPTokfhYlZc7Ya+4OHYd+9ili7M81X83QcfK71i4v08pWsFpbHRCKQGn7c4880ytXr1a119/fbo3DQDp9d570s9+Fn/GjvsWCO6zclpTwXF3VEVFbeu0bWflrggEddqFhdHqh7fT9laJWlOVcC8vKXF+3J8jlRDV3k47lWpXawKnXzuDql3Jwl7Q5/CrNKVyrFpT7fJrpzuESbFnStXXE3Daq7i4WNdcc01HbBoA0ue006Rrr5W+9a3Y991DG8lOfU5lDo5dz71Osk47Eon9a9z+vnvOi3cfyTrttpxFlSwkeSsf6ei0vcfC22mnOpSW6PsIOlaJQlSqx8q2M+hzJAqcral2pbKP4uLo87q66FWRQz7BWOJmmwDy2Zo1zuOcObHv286iRw+nMuIdHjpwIDqXxt0RucNHsiEPu66307a/t29fdEJyKlUiu557nWTLgz5HayoGyYJDJJL6fKVkVYmgsGhM6+ZESfHVrtbOV0oWgPy24d2Htw3eddJR7ZJiz6SiggMAIee+55P37M9kwcDd4aQ6JJJqp+1d7j1zKFGnHdTOoPDhDmSpVnBaO+xiJzzbdTpiiCooDLrPKEv1Ow36vtwTxL0VNe9Za209Vt5T7u1y9ynsyfbhDc5S7ERjAg4AhNyWLdHnTU2xgSfVcGLnpLSlutKaYZnCwtjft21t7xCVfezSxfkcdr29e+PvtRQ0PJRqFamwMDaoNTXF37081WGXoAAkOfdosusZE70hZ2uHqIKCg13HXSGxy1pbiUoWON0hJWgfyY6VFHuqOAEnseXLl2v9+vUtr//whz/ohBNOUE1NjU488UTN8ZZ7ASDbuK/CvmePtHVr9LX7jBwp9fkarflrvq1Vi0gkei2V9g5RBe3Dfhb3Y1vn4LiPlfvsJfe2U61KpDKx1gYp7xllqbYzWagtLnbCYLdu8aeat7eC4z7lvmvX2EndyfbR2iEq5uD4u/jii/Xuu+9Kkn73u9/pP//zPzV27FjdfPPNGjdunC677DLdd999aW0oAKSV9zYzb74ZfZ5qJ+LtqKTk16Bp7RCVXW7vLJ1KO1IdovIu79o1eqPKVNvZ2qEfe30WKXnAaW21y77vd0ZZUDuTBaCga/H4nSUVFAbbcqxsQEv2nSX7dyPFDlHZScZ5UMEpbssvvf322zr88MMlSb/5zW/0q1/9SpdddlnL8nHjxumHP/yhLrnkkvS0EgDS7eM/0lps2hR9nqxD9VZwbMXATnbt0aP1ASdZp11U5IScvXuddQ45JH1DVPZ922nX1bU+4KTaBrvOrl1tDzCpVC169nTeT1Z1S3WScdA+6uvbX5ULaqN9vnNn6sfKbw6Oe4hqxw7nORUcf927d9eHH34oSdq8ebPGjx8fs3zChAkxQ1gAkHW8d5J2vw4aEgnqDL0Xjvvoo+gcllSrJ6l0qMna4a1KtDbgpLJOqlUJbxtas4/2VrsS7SOVobRU95HsO2tvtSvROq35d2OrNTt2SB984Dzv319h16aAM3XqVN19992SpFNOOUV//etfY5b/5S9/0fDhw9vfOgDoKN47SbsDjndibSoTOd0dkXvSa0d12t6bQ3qX+20jlYDjbof73kmphr3WdtreU7z99tGWibWpzptKpYLj18ZU2tHWOTitCTipHIsBA5zHjRujc83seyHWpiGqO+64QyeccIJOOeUUjR07Vj/72c/04osv6ogjjtDatWu1ePFiPfbYY+luKwCkj51IXFXl/E+/PRUc97q7d0eXd+8endPS3iEq7z78QlQ6hl3c63jP6kn0OVKtjHjX+eij6MTsZMci6JpByY6V+4ytVIOYXR6JOMOCycJgc3P0jK3WDufZ9iU7VonCYNCxkqRDD3Uely93Pk9RkdSvn8KuTRWcAQMGaMWKFZo4caKeeeYZGWP08ssv6x//+IcGDhyol156Saeffnq62woA6WMDzuDBzqM9u0RqfwUnUQBKZb5GsoqBex/2TuHu9iarrjQ2plaVsMvtmUPubQV12rYN9i7aqYZBv2ORLAzaCxV2RBjs0SM60de9jdaEwaDv3HuhP8n5/UTVrsZGp2JnbyESFL694VyKBhxbvenfP3oGWIi1qYIjSZWVlbr99tt1++23p7M9ANA53AHn5ZfTW8Fpy3wN+2gvKJdqp92W+RqRiBNA/P7ad4cL9+97z+pJNuwiJe+0d++OvaGo7XRTPVbediYLUfZO4e7PHFRpsvOqGhtj9+E+Vn5h0N5V3e9zeI9VSYnTnoMHg4Ox+/twh8HWhO+BAxXDBp6QS1uEe+mll9Rkr/IIANnOdqyDBjmPfnNwks1dSdahBnVUUvApxXad9lSJUqlKNDTEX+/Hu422THQuLY0Oy7nb6fc5Ghqiy/3aENRpu+84HtTO9h4r9/Og78N9LPzCYLJql3ty+p49/sfKfZsQ+3316BENaqkMUfXpEw1dUl7Mv5HSGHCmTp2qzZs3p2tzANCxvAEn0RCVd/goUaft/ks7UcBxVy6k6Gngdj+pdtqJJtZ6g1hBQbTDdAccezNRbzuTzTsJ2keycGH3525Da8Kg+3kqYTDZ0I/f5/C2wy8M+h2roGpY0D6StdPv+/JrQ6L5SAUFsVUbKjitY9yXOQeAbGZM4gpOUHXFO7QT1BElm4MTiUTXcYeLdHbaBw/GT3p1r5+s03bPK0l05lCqw3Xt6bT9wlxQ9cSvDckqI0H7cG/DnnXXlu8r1WPltzzZsfLuw+87k2JDDRUcAAipvXujZ+7YScaJThPv3j067OCu0Lg7Edvx1denNpxh/yj0q560ddjF3Wm7J9YGdZi20w7qMBNVJXbvdo5hohCULFykMkQVifiHi2SVplSrSPX1sXdVb0sFJ9lwXiohyn0sgo5VojZ89JETar2VQeuQQ6LPx45VPkhbwLn33ntVVVWVrs0BQMexnUBhYfSv2fr66MX5vJ2299L/flUJd4eZbIjKdthdusTOjWhLp+0Xsurqor/v3UeqHaa7ncmCRaLPmuxYJRqiampyhg79wmB7q112W3v2xIbbZN9Za9pgf3/fPidEue8UbtmrDLuDcVuqXXYb9t+F3a41bZpz9tQvfiFNnqx80OazqLy+/OUvp2tTANCx3JUL9z15Ghqc10GdlQ0WySo4iQLOgQPS9u3R37GVIff2gvaRrNO2ndqePdE5Rd6/5FszPGQ7fndnaZfv3Rs9jvbmkN52uG/50JZhF0myczu7dIlOLPa2M9nwUKLKiHsf7lPu3ftIpYLjVw1zf2b3zVz9glZbj5W9t9eBA9KWLfHbtb7wBecnj7S7gvOvf/1LX/nKV3T88ce3TDL+wx/+oIULF7a7cQDQIdwdRUlJdHKv7dD97ufTmnklieZaSNEO1dsJ+YULdwDzO2XYrw3ufbiXu18HTTJ2BwO/gOP+HLW10W26g5pfwGnNEJX7LtruY+Xeh1/48NtHUGXEHZjsPrxh0H0sklWz/L6v0tLo2U42fASFQXcwbs0Qlbsd77/vPHbtGlu1y1PtCjh/+9vfNGXKFHXr1k3Lly9vOU28vr5eP/rRj9LSQABIO29HYTsZW/VINNwQNFci2Ryc4uJox2Y71KCOqrEx2hZ3uPCrErn30aVLNKzZzs4bcFozROUXcPw6bW8wcAecRGEwaIjK/dp+Dm8YdIcPe6zc4cI+37XLPwy6txl0rNyBM9kEX7/vy33HcbsP92nk7vWTHavWBBzv8FSealfAue2223TPPffot7/9rbq4ynonnHCCli9f3u7GAUCHCAo4dXVOqd/e48ndcdsOM6gjSjZE5X6drNNuaPCvCNjn7rtLe/dhP4u7Q3VryxCVu53uU803bozdp7cNQcMufqeJJ+u0E1W7Ug043mORasBJVsEJqrhJ0bt222MVFLKC/t2kEnDs5wo6VnmqXQFn7dq1Ovnkk+Per6ioUJ33Tr0AkC0SBRz3JffdQ1TuOzJ3VMCxy7dsiZ7l5e4wbWe5c6f/nA/3NpNVcLZujV72P6gq4VfBcbfjrbecxz59Ype7K2JtGaJyr5/sWNXXR9tp2yXFBpygMGi3GTRE1ZrhPL8KjrtN777rv7w1w3lB37lt56ZN/vvIU+0KONXV1XrnnXfi3l+4cKGGDRvWnk0DQMfxBhy/zrBLl+g8ECnaUb3/fvSsnqCOKKhDtesnG6Kyf+137Ro7X8MdcHbscJ737Ru7DW8FJ1nIKigIPg08KODYQGMDjjtYuNevrY0GtaDT2e0+krXT2wb7na1bF/0+/Co4e/dK27bF7tdKtYKzdWv0cwQN5/lVkaT4Y+X9vvzOfPM7VsZIH3zg/zmSBec81a6Ac9lll+mqq67SkiVLVFBQoC1btuihhx7StddeqyuuuCJdbQSA9PJWWPwqOO5OX4p2XO+95zwWFkbnu0jRTsU9nBFUEQiaZGw7Q/uHY1A1oKkpGoKCOsxkQ1TuTt1948Vk84Dc7UxWwbFtlGKPp22jMdF5PK3ttO11XWwbevSIDaTuScl2Hfe1YNzbDAo43kDqvtq0FP2ckUhw9cRb7QoKpFu2RIOaux3dukW/n6Bg7K12UcGR1M7TxG+88UZFIhFNmjRJe/fu1cknn6zS0lJde+21+sY3vpGuNgJAenlDjN9ET28wsB3V2rXOY9++sZNF3Z22/Uu7tUNU/frF7sNbDejZM3pzxnXrou1wS3WIKqgN9lgYI23YEPueZfdpl3sDjm23+1i5Q5Q9HfvAgeSddlAYtGHFDv14j1VhodPuXbukt9+O/R0r1QqOu43u77x7d+ff0J49wd+Z/Xdjj1VQwLFhsLAw9nR4O+epri7azqBKlA3fVHAktbOCU1BQoJtvvlk7d+7U6tWrtXjxYm3fvl233nprutoHAOnnDTjuCcRBE1K9AcfbWXbtGq0gJBt28btNgxQNOH5DLpLT2XnfC+owbRXJu9x7iwJvZ9m1a3Qb9lYPQRWcoNd2fTtZ23sRWO89saTgydJ+k3ul+M/lHSaT4o+VPb6Wu+omBVfcgr4vKfrZ7EUig4aogl5729CvX2wYlOKPlfc7s22wFxKkgiMpTVcyLikp0ZFHHqnx48erp/cfCABkm6AKzq5dwXMp7Gvb6Xs7Sym+Awz6a97ydlTebXp/328bQRUcy3vfoaCKjlt1dezrZAEnaA6O5XeV+6AhKcvb7qAKjuV3rLzveX/H2wbv5/bu0+9Yeb+zoCEqKyiQWv37x+/Du1/va+/vEHAkddC9qDZt2qRLLrmkIzYNAO2XaIgq2em+lrezlGI7ni5d4ju/mprY10EVHCtZwCkri7+gW7KA4w0nqQQc7zqpVnCCtifFt9O7jveO195teo9/sgpOQUH8Ot42DByY+HWiCo7fPv3alSyQ+gWcZEHL+zsMUUnqoICzc+dOPfjggx2xaQBoP++9pvwCTtBZO1ayCk5NTfxQg71zud/6UvK/7qXYDtO7vt/veAPOkCGxr/3Ch7vDLCuLXtjPam3A8avguH+nV6/4Y+ENON7lPXrEzlVJVsHp08eZJJxom95A06dP7D6SBZyiouChTfc23bzzevzu9G1vCCs5/6a8xyZZxS1PtWmS8RNPPJFw+To7+Q0AslHQHJxdu5Jf+8Xyq+AMGCDZi5x6qzV+73k7quJipwO0p4Anq+D4BZxkFZwePZxO2d4bacSI+G24O0y/zjLZ/Jdu3aKTiL3bs0aMkObNc557Q5eUvIJj22HPXkpWwfELpN7g5f1+CgqccLFmjfP6sMPit+HebmVlbFiR4gON99gVFjohx8418qvgDB8efT5oUHzVjgqOrzYFnHPOOUcFBQUydiKcjwLvlwwA2cKeKZVoiKotAefoo6WnnnKeJws4xcXSyJHx6/Tr176Ac/jh0ecFBf4d+7Bh0YDziU/EL3cHEr99JKvg2OEguw+/Co77sw8dGr/cG3BGjYpf55BDogEnWQXH7/s65pjE+5ScQGEDzlFHxS93f7ZkFTfJ/3gOHJh6wHE/t7y/4/dvLw+1aYiqf//+evTRRxWJRHx/uE0DgKyWaA5O0LVfevSIHarxCw5HHx197h2OkmKHQPr1i71ui+Xer19lw91h+lUtjjsu+tyY+GEZKTZQJAs4PlerTzrJWJI+9Sn/7VnugOP3Od2BpLDQPyR5h6C83B2/X7Dwq255uYeH/AKO+9+B3/JUAo77GPsFHHflyK+K5B0WGz06fp081KaAM2bMGC1btixwebLqDgBkVNAQlfuqt96AU1AQ2zklqwj4VQPcQwt+FQdJWrky+vyMM+KXn3569LnfBGHXfQEDuX/PryLgDhNTp8Yv79s3up8BA/yD2rnn+m/Pcgcc79wXKXb+kt+xlKJntEnSWWfFL//yl6PPt2+PX57KSIN7uOfII+OXu/9NfPWr8ct79YoGytLS+DAiSZ/5TPR5sgpOsupMr17xc7/yVJuOwnXXXafjjz8+cPnw4cP1wgsvtLlRANChvAHH3eEHXdxOkv7f/4s+96vguDsiv8qJm1+FR5K+/e3oo19wGDtWevRRacIE6aKL/LcxfnzifbsrUe5JtFayCk5pqfTMM9IvfiEtWOC/D3fg8Aso7veShbJPftL//auucoLmo4/6T8495BDp9tud55dd5r8Nv9Di5nfnbzd3BezMM+OXFxZKS5ZIV18t/fzn/qHqlFOiz/0CjjtMe+ffeLmDZb4zWWb+/PnmzDPPNP379zeSzGOPPRazPBKJmFtuucVUV1ebrl27mkmTJpm33nqrVfuor683kkx9fX0aWw4gZ3TvboxkzLp10fcqKpz3ioudx+eei/+97dudZZWVxuze7b/tadOM6d3bmG3b/JffcYcx/foZs2aN//KPPjJm2TJjIpFWfaQY77xjzKc/bczTTwcv79HDmP/6r+Bt/OpXxjzxRNvbYIxzDD3/D48xfboxffoYs3Wr//L77jNmzBhj3nsveBupHKdt24LXW77cmMGDjXnwQf/lGzY43+fMmcHbX7gw+PtM1S9/acwPfhC8/ItfdP7d1dYGt+HKK4P/XYZEa/rvAmOyayzp6aef1ksvvaQxY8bovPPO02OPPaZzzjmnZfkdd9yhWbNm6cEHH9TQoUN1yy236LXXXtMbb7yhru6b0iXQ0NCgiooK1dfXq9yvxAsgvCKRaHVl69ZoJebII6U334yu98orTrXEa/Nm5+wgv3kjkjPv5cAB/+qLe51Mn4jR1JS8GtDRjHFuO5HKsFomRSKZH/YxxrkydKa/swxrTf/drntRdYSpU6dqqt+YryRjjH75y1/q29/+tj7/+c9LkmbPnq2qqio9/vjj+tKXvuT7e01NTWpqamp53WAvdw0g/7jnbbgnldbUxAacoGuJBM0HsQoKEocbu06mZUNHWVCQ/eFGyny4kZxjlQ3fWQ7Jgm8tdevXr1dtba0mT57c8l5FRYUmTJigRYsWBf7erFmzVFFR0fJTwyl0QP6y82+k2Pkn3omuXCwNyGk5FXBqa2slSVWeGflVVVUty/zcdNNNqq+vb/nZZK+bACD/2IDTvXvsX+bJbqMAIKe0KeB85zvfSXiaeLYpLS1VeXl5zA+APOU9g8pyB5xevXJj6ARAoDYFnPfff19Tp07VwIEDdcUVV+jpp5/W/v370922ONUfn7q41V4d82Nbt25tWQYACXmvYmy5h6jcp+0CyEltCjj33Xefamtr9fDDD6usrExXX321+vbtq/PPP1+zZ8/Wzp07091OSdLQoUNVXV2tefb+JXImDC9ZskQTJ07skH0CCBnvjTYtdwVnypTOaw+ADtHmOTiFhYU66aST9OMf/1hr167VkiVLNGHCBN17770aMGCATj75ZP30pz/V5s2bW7Xd3bt3a+XKlVr58dU8169fr5UrV2rjxo0qKCjQ1Vdfrdtuu01PPPGEXnvtNX31q1/VgAEDYk4lB4BAqQxRfe5zndceAB0ibaeJH3HEETriiCN0/fXXa/v27XriiSda7jp+7bXXprydpUuX6jOuy1bPnDlTknThhRfqgQce0PXXX689e/bo8ssvV11dnU488UQ988wzKV8DB0CeCwo4ZWXS7NnONWz87vcDIKdk3YX+OgMX+gPy2P/+r/Sf/ymdfbY0d26mWwOgFVrTf+fUaeIA0G6Njc5jWVlm2wGgQxFwAOQXAg6QFwg4APILAQfICwQcAPmFgAPkhTafRRWJRPTAAw/o0Ucf1YYNG1RQUKChQ4fqC1/4gi644AIVZMPN5ADAi4AD5IU2VXCMMTr77LP1ta99TZs3b9bo0aN11FFH6b333tNFF12kc889N93tBID0IOAAeaFNFZwHHnhACxYs0Lx582KuWSNJzz//vM455xzNnj1bX/3qV9PSSABIGwIOkBfaVMF5+OGH9a1vfSsu3EjSZz/7Wd1444166KGH2t04AEg7Ag6QF9oUcF599VWddtppgcunTp2qVatWtblRAJAWjY3SW2/FvycRcICQa1PA2blzp6qqqgKXV1VVadeuXW1uFACkxaWXSiNGSC++GH2PgAPkhTYFnObmZhUXB0/fKSoq0sGDB9vcKABoN2OkRx5xnt9wQ/R9Ag6QF9o0ydgYo4suukilpaW+y5uamtrVKABot82bo8/XrpWam53ne/c6jwQcINTaFHAuvPDCpOtwBhWAjHr11ejz+npp5Upp+PDoewQcINTaFHDuv//+dLcDANLLHXAk6d13JTt3sLhYCqhAAwiHDrlVw/vvv6/LL7+8IzYNAKlZvTr29YYNsfNvuNo6EGodEnB27Nih3//+9x2xaQBIzdatzuOQIc6jN+AACDVutgkgnHbudB4/+UnnccMGqaHBeV5enpEmAeg8BBwA4WQDznHHOY8bNki1tc7zBNfxAhAOBBwA4eRXwfngA+d5dXVGmgSg87TpLKrzzjsv4fK6urq2bBYA0uPAgehw1DHHOBOK9+2LnlnVv3/m2gagU7Qp4FRUVCRdznVwAGSM+4+sqipp4EBp0ybpX/9y3qOCA4Qe18EBED52eKqiwrnmzeGHOwHnvfec96ngAKHXpjk4ixYt0lNPPRXz3uzZszV06FD169dPl19+ObdrAJA59ma/vXs7j5/4ROxyKjhA6LUp4Hz/+9/X66+/3vL6tdde06WXXqrJkyfrxhtv1JNPPqlZs2alrZEA0Cq2gmMDzuGHxy6nggOEXpsCzqpVqzRp0qSW13PmzNGECRP029/+VjNnztSdd96pv/zlL2lrJAC0SrKAQwUHCL02BZxdu3apynUdifnz52vq1Kktr8eNG6dNmza1v3UA0BY24PTq5Ty6A05pqVRZ2elNAtC52hRwqqqqtH79eknS/v37tXz5cn3qU59qWd7Y2KguXbqkp4UA0FreCs7w4dKxxzrPv/xl7kMF5IE2nUV1+umn68Ybb9Qdd9yhxx9/XN27d9dJJ53UsvzVV1/VYYcdlrZGAkCreCs4xcXS8uXO9XFKSjLXLgCdpk0B59Zbb9V5552nU045RT179tSDDz6oEtf/NO677z6deuqpaWskALSKvcifeyiqoIBwA+SRNgWcvn37asGCBaqvr1fPnj1VVFQUs/yRRx5Rz54909JAAGg1bqoJ5L02BRwr6IrGve24NwBkQmOj81hWltl2AMgYbrYJIHyo4AB5j4ADIHyo4AB5j4ADIHyo4AB5j4ADIHyo4AB5j4ADIFyMiQYcKjhA3iLgAAiXPXuckCNRwQHyGAEHQLjY+TdFRVK3bpltC4CMIeAACBf3/BvuOQXkLQIOgHDhDCoAIuAACBvOoAIgAg6AsKGCA0AEHABhQwUHgAg4AMKGCg4AEXAAhA0VHAAi4AAIGyo4AETAARA2VHAAiIADIGyo4AAQAQdA2FDBASACDoCwoYIDQAQcAGFDBQeACDgAwoYKDgARcACEjQ04VHCAvEbAARAudoiKCg6Q1wg4AMIjEmEODgBJBBwAYbJnT/Q5FRwgrxFwAISHnX9TVCR17ZrZtgDIKAIOgPBwz78pKMhsWwBkFAEHQHhwBhWAjxFwAIQHZ1AB+BgBB0B4UMEB8DECDoDwoIID4GMEHADhsWuX81hZmdFmAMg8Ag6A8PjwQ+exb9/MtgNAxhFwAITHjh3OY58+mW0HgIzLyYDzve99TwUFBTE/I0eOzHSzAGQaFRwAHyvOdAPa6qijjtI///nPltfFxTn7UQCkCxUcAB/L2VRQXFys6urqTDcDQDahggPgYzk5RCVJb7/9tgYMGKBhw4Zp+vTp2rhxY+C6TU1NamhoiPkBEEIEHAAfy8mAM2HCBD3wwAN65plndPfdd2v9+vU66aST1GivgeExa9YsVVRUtPzU1NR0cosBdDhjGKIC0KLAGGMy3Yj2qqur0+DBg/Xzn/9cl156adzypqYmNTU1tbxuaGhQTU2N6uvrVc4FwYBw2L07egXj3bulHj0y2x4AadfQ0KCKioqU+u+cnYPjVllZqU984hN65513fJeXlpaqtLS0k1sFoFPZ6k1pqdS9e2bbAiDjcnKIymv37t1699131b9//0w3BUCmuOffFBRkti0AMi4nA861116r+fPna8OGDfr3v/+tc889V0VFRZo2bVqmmwYgU7Zvdx6ZfwNAOTpE9f7772vatGnasWOHDjnkEJ144olavHixDjnkkEw3DUCmrFvnPA4ZktFmAMgOORlw5syZk+kmAMg2a9Y4jyNGZLYdALJCTg5RAUAcG3C4bQsAEXAAhAUBB4ALAQdA7tuzR9q0yXnOEBUAEXAA5LLmZmn2bOn0053X/fpxFhUASTk6yRgAJEnTpkmPPBJ9fcUVmWsLgKxCwAGQm7Zvj4abigrpxBOlm2/ObJsAZA0CDoDc9PzzzuPo0dKrr2a2LQCyDnNwAOSmefOcx8mTM9sOAFmJgAMgN/37387jZz6T2XYAyEoEHAC5x5jorRmOOCKzbQGQlQg4AHLP1q3Svn3OXcMHDcp0awBkIQIOgNyzfr3zOHCgVFKS2bYAyEoEHAC5xwacYcMy2w4AWYuAAyD32IAzdGhm2wEgaxFwAOQeO8GYgAMgAAEHQO557z3ncciQjDYDQPYi4ADIPbW1zuOAAZltB4CsRcABkHs++MB57N8/s+0AkLUIOAByS1OTtHOn87y6OrNtAZC1CDgAcsvWrc5jly5S796ZbQuArEXAAZBb7Pyb6mrnSsYA4IOAAyC3MP8GQAoIOAByi7uCAwABCDgAcgsVHAApIOAAyC1UcACkgIADILcQcACkgIADILcwRAUgBQQcALmFCg6AFBBwAOQOY6IBhwoOgAQIOAByx65d0v79zvOqqsy2BUBWI+AAyB12/k3v3lJpaWbbAiCrEXAA5A7m3wBIEQEHQO7gDCoAKSLgAMgdVHAApIiAAyB3bN7sPFLBAZAEAQdA7ti40XkcPDiz7QCQ9Qg4AHLHe+85jwQcAEkQcADkDhtwBg3KbDsAZD0CDoDcsHev9OGHznMqOACSIOAAyA12/k15uVRZmdGmAMh+BBwAuYHhKQCtQMABkBuYYAygFQg4AHLD6tXO48iRmW0HgJxAwAGQG1ascB6PPTajzQCQGwg4ALJfJCKtWuU8J+AASAEBB0D2W79eamyUSksZogKQEgIOgOy3aJHzOHq0VFyc2bYAyAkEHADZ789/dh6nTs1sOwDkDAIOgOy2bZv0zDPO82nTMtsWADmDgAMgu113nXTwoDRunHTEEZluDYAcQcABkL3++Edp9mypoED69a8z3RoAOYSAAyA7bdggXX658/zmm6UJEzLaHAC5hYADIDvNnCnt2yedcor0/e9nujUAcgwBB0D2WbNGeuwxqbBQuusu5xEAWoH/awDIPvfc4zyecYZ01FGZbQuAnETAAZBdDh6UHnrIeX7FFZltC4CcRcABkF0WLpQ+/FDq3Vv63Ocy3RoAOYqAAyC7PPqo8/j5z3NbBgBtRsABkD2McSYXS9J552W2LQByGgEHQPZYulR6/32pZ09p8uRMtwZADiPgAMgef/ub83j66VLXrpltC4CcRsABkB2am6NnT33hC5ltC4CcR8ABkB2ef94ZnqqslM46K9OtAZDjCDgAssNPf+o8TpvG8BSAdiPgAMi8xx+X/vEPqUsX6dprM90aACFAwAGQOc3N0oMPStOnO6+/+U1p2LDMtglAKOR0wLnrrrs0ZMgQde3aVRMmTNDLL7+c6SYBSEV9vfSTn0iHHSZddJG0d680dao0a1amWwYgJHI24Pz5z3/WzJkz9d3vflfLly/XMcccoylTpmjbtm2ZbhqAIO+9J91wgzRokHT99c7rPn2k22+X5s51hqgAIA0KjDEm041oiwkTJmjcuHH6n//5H0lSJBJRTU2NvvGNb+jGG29M+LsNDQ2qqKhQfX29ysvL09eoxkZp507/ZYkOc74uy5Z2sCz9y5qapN27nf8m6uuldeukxYud+0xZRx4p/fd/O5OKu3UL3hYAfKw1/XdO3uhl//79WrZsmW666aaW9woLCzV58mQtWrQobv2mpiY1NTW1vG5oaOiYhs2ZI11+ecdsGwiDggLpM5+RrrnGuZhfYc4WkQFkuZwMOB9++KGam5tVVVUV835VVZXWrFkTt/6sWbP0/e9/v+MbVlSU+C/RggKWZWs7WJbeZV26SGVlzk/PntKQIdKIEdKZZ0o1NcHbA4A0ycmA01o33XSTZs6c2fK6oaFBNR3xP9lLLnF+AABARuVkwOnbt6+Kioq0devWmPe3bt2q6urquPVLS0tVWlraWc0DAAAZlpMD4CUlJRozZozmzZvX8l4kEtG8efM0ceLEDLYMAABkg5ys4EjSzJkzdeGFF2rs2LEaP368fvnLX2rPnj26+OKLM900AACQYTkbcL74xS9q+/bt+s53vqPa2lode+yxeuaZZ+ImHgMAgPyTs9fBaY8Ouw4OAADoMK3pv3NyDg4AAEAiBBwAABA6BBwAABA6BBwAABA6BBwAABA6BBwAABA6BBwAABA6BBwAABA6BBwAABA6OXurhvawF29uaGjIcEsAAECqbL+dyk0Y8jLgNDY2SpJqamoy3BIAANBajY2NqqioSLhOXt6LKhKJaMuWLSorK1NBQUGn77+hoUE1NTXatGkT98JqA45f+3D82ofj1z4cv/bJ9+NnjFFjY6MGDBigwsLEs2zysoJTWFiogQMHZroZKi8vz8t/oOnC8Wsfjl/7cPzah+PXPvl8/JJVbiwmGQMAgNAh4AAAgNAh4GRAaWmpvvvd76q0tDTTTclJHL/24fi1D8evfTh+7cPxS11eTjIGAADhRgUHAACEDgEHAACEDgEHAACEDgEHAACEDgGnk911110aMmSIunbtqgkTJujll1/OdJOywqxZszRu3DiVlZWpX79+Ouecc7R27dqYdT766CPNmDFDffr0Uc+ePXX++edr69atMets3LhRZ5xxhrp3765+/frpuuuu08GDBzvzo2SF22+/XQUFBbr66qtb3uP4JbZ582Z95StfUZ8+fdStWzeNHj1aS5cubVlujNF3vvMd9e/fX926ddPkyZP19ttvx2xj586dmj59usrLy1VZWalLL71Uu3fv7uyP0umam5t1yy23aOjQoerWrZsOO+ww3XrrrTH3C+L4RS1YsEBnnXWWBgwYoIKCAj3++OMxy9N1rF599VWddNJJ6tq1q2pqavTjH/+4oz9adjHoNHPmzDElJSXmvvvuM6+//rq57LLLTGVlpdm6dWumm5ZxU6ZMMffff79ZvXq1WblypTn99NPNoEGDzO7du1vW+frXv25qamrMvHnzzNKlS82nPvUpc/zxx7csP3jwoBk1apSZPHmyWbFihfn73/9u+vbta2666aZMfKSMefnll82QIUPM0Ucfba666qqW9zl+wXbu3GkGDx5sLrroIrNkyRKzbt068+yzz5p33nmnZZ3bb7/dVFRUmMcff9ysWrXKnH322Wbo0KFm3759Leucdtpp5phjjjGLFy82//rXv8zw4cPNtGnTMvGROtUPf/hD06dPH/PUU0+Z9evXm0ceecT07NnT/OpXv2pZh+MX9fe//93cfPPN5tFHHzWSzGOPPRazPB3Hqr6+3lRVVZnp06eb1atXm4cffth069bN3HvvvZ31MTOOgNOJxo8fb2bMmNHyurm52QwYMMDMmjUrg63KTtu2bTOSzPz5840xxtTV1ZkuXbqYRx55pGWdN99800gyixYtMsY4/9MoLCw0tbW1Levcfffdpry83DQ1NXXuB8iQxsZGc/jhh5vnnnvOnHLKKS0Bh+OX2A033GBOPPHEwOWRSMRUV1ebn/zkJy3v1dXVmdLSUvPwww8bY4x54403jCTzyiuvtKzz9NNPm4KCArN58+aOa3wWOOOMM8wll1wS8955551npk+fbozh+CXiDTjpOla/+c1vTK9evWL+273hhhvMiBEjOvgTZQ+GqDrJ/v37tWzZMk2ePLnlvcLCQk2ePFmLFi3KYMuyU319vSSpd+/ekqRly5bpwIEDMcdv5MiRGjRoUMvxW7RokUaPHq2qqqqWdaZMmaKGhga9/vrrndj6zJkxY4bOOOOMmOMkcfySeeKJJzR27Fj9x3/8h/r166fjjjtOv/3tb1uWr1+/XrW1tTHHr6KiQhMmTIg5fpWVlRo7dmzLOpMnT1ZhYaGWLFnSeR8mA44//njNmzdPb731liRp1apVWrhwoaZOnSqJ49ca6TpWixYt0sknn6ySkpKWdaZMmaK1a9dq165dnfRpMisvb7aZCR9++KGam5tjOg9Jqqqq0po1azLUquwUiUR09dVX64QTTtCoUaMkSbW1tSopKVFlZWXMulVVVaqtrW1Zx+/42mVhN2fOHC1fvlyvvPJK3DKOX2Lr1q3T3XffrZkzZ+pb3/qWXnnlFX3zm99USUmJLrzwwpbP73d83MevX79+McuLi4vVu3fv0B+/G2+8UQ0NDRo5cqSKiorU3NysH/7wh5o+fbokcfxaIV3Hqra2VkOHDo3bhl3Wq1evDml/NiHgIOvMmDFDq1ev1sKFCzPdlJyxadMmXXXVVXruuefUtWvXTDcn50QiEY0dO1Y/+tGPJEnHHXecVq9erXvuuUcXXnhhhluX/f7yl7/ooYce0p/+9CcdddRRWrlypa6++moNGDCA44eMYYiqk/Tt21dFRUVxZ61s3bpV1dXVGWpV9rnyyiv11FNP6YUXXtDAgQNb3q+urtb+/ftVV1cXs777+FVXV/seX7sszJYtW6Zt27bpk5/8pIqLi1VcXKz58+frzjvvVHFxsaqqqjh+CfTv319HHnlkzHtHHHGENm7cKCn6+RP991tdXa1t27bFLD948KB27twZ+uN33XXX6cYbb9SXvvQljR49WhdccIGuueYazZo1SxLHrzXSdazy+b9ni4DTSUpKSjRmzBjNmzev5b1IJKJ58+Zp4sSJGWxZdjDG6Morr9Rjjz2m559/Pq60OmbMGHXp0iXm+K1du1YbN25sOX4TJ07Ua6+9FvMf/nPPPafy8vK4zitsJk2apNdee00rV65s+Rk7dqymT5/e8pzjF+yEE06IuyzBW2+9pcGDB0uShg4dqurq6pjj19DQoCVLlsQcv7q6Oi1btqxlneeff16RSEQTJkzohE+ROXv37lVhYWx3UlRUpEgkIonj1xrpOlYTJ07UggULdODAgZZ1nnvuOY0YMSIvhqckcZp4Z5ozZ44pLS01DzzwgHnjjTfM5ZdfbiorK2POWslXV1xxhamoqDAvvvii+eCDD1p+9u7d27LO17/+dTNo0CDz/PPPm6VLl5qJEyeaiRMntiy3pzmfeuqpZuXKleaZZ54xhxxySF6c5uzHfRaVMRy/RF5++WVTXFxsfvjDH5q3337bPPTQQ6Z79+7mj3/8Y8s6t99+u6msrDRz5841r776qvn85z/ve+rucccdZ5YsWWIWLlxoDj/88FCe5ux14YUXmkMPPbTlNPFHH33U9O3b11x//fUt63D8ohobG82KFSvMihUrjCTz85//3KxYscK89957xpj0HKu6ujpTVVVlLrjgArN69WozZ84c0717d04TR8f59a9/bQYNGmRKSkrM+PHjzeLFizPdpKwgyffn/vvvb1ln37595r/+679Mr169TPfu3c25555rPvjgg5jtbNiwwUydOtV069bN9O3b1/z3f/+3OXDgQCd/muzgDTgcv8SefPJJM2rUKFNaWmpGjhxp/vd//zdmeSQSMbfccoupqqoypaWlZtKkSWbt2rUx6+zYscNMmzbN9OzZ05SXl5uLL77YNDY2dubHyIiGhgZz1VVXmUGDBpmuXbuaYcOGmZtvvjnmFGWOX9QLL7zg+/+7Cy+80BiTvmO1atUqc+KJJ5rS0lJz6KGHmttvv72zPmJWKDDGdalJAACAEGAODgAACB0CDgAACB0CDgAACB0CDgAACB0CDgAACB0CDgAACB0CDgAACB0CDgAACB0CDgAACB0CDgAACB0CDoC89NRTT2no0KEaP3683n777Uw3B0CacS8qAHlpxIgRuuuuu/T6669r0aJFmjNnTqabBCCNqOAAyEt9+vTR8OHDNWTIEJWUlGS6OQDSrDjTDQCAdLr44ot16KGH6rbbbku63mGHHaaqqiqtXr26k1oHoLMwRAUgNJqbm1VdXa3/+7//0/jx4wPXO3jwoI499lidddZZuuuuu1RfX6+CgoJObCmAjsYQFYCstGHDBhUUFMT9fPrTnw78nX//+9/q0qWLxo0bl3Db99xzj4YNG6YZM2aosbFR69atS3PrAWQaQ1QAslJNTY0++OCDlte1tbWaPHmyTj755MDfeeKJJ3TWWWclrMbs3LlTt956q1588UUNHDhQFRUVWrlypQ477LC0th9AZlHBAZCVioqKVF1drerqalVWVurrX/+6Jk6cqO9973uBvzN37lydffbZCbf73e9+V+eee66OOOIISdKRRx6pVatWpbPpALIAFRwAWe+SSy5RY2OjnnvuORUW+v9d9uabb2rLli2aNGlS4HbeeOMN/fGPf9Sbb77Z8t6oUaO0cuXKdDcZQIYRcABktdtuu03PPvusXn75ZZWVlQWu98QTT+hzn/ucunbtGrjONddco7q6Og0cOLDlvUgkopqamrS2GUDmEXAAZK2//e1v+sEPfqCnn3466RyZuXPn6vLLLw9c/tRTT2nZsmVasWKFiouj/+t75ZVXdMkll2jXrl3q1atX2toOILM4TRxAVlq9erUmTJigmTNnasaMGS3vl5SUqHfv3jHrbtu2TQMHDtSWLVvUt2/fuG0dOHBAo0aN0iWXXKIbbrghZtnGjRs1ePBgvfDCCwnP0AKQW5hkDCArLV26VHv37tVtt92m/v37t/ycd955ces++eSTGj9+vG+4kaRf//rXqqur05VXXhm3rKamRt27d2ceDhAyVHAA5Lyzzz5bJ554oq6//vpMNwVAlqCCAyDnnXjiiZo2bVqmmwEgi1DBAQAAoUMFBwAAhA4BBwAAhA4BBwAAhA4BBwAAhA4BBwAAhA4BBwAAhA4BBwAAhA4BBwAAhA4BBwAAhM7/B6eSIe+jly9KAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5, 4), dpi=100)\n",
    "norm = np.load(\"normalization_PTCDI.npy\", allow_pickle =True)\n",
    "data= data_load(\"Pilatus_Interpolated.txt\")\n",
    "label = model.predict(data)\n",
    "data_P = np.loadtxt(\"Pilatus_Interpolated.txt\")\n",
    "labels = np.ones([1,7])\n",
    "l_pilatus = np.ones([7])\n",
    "for k in range(7): \n",
    "    l_pilatus[k] = label[:,k]*(norm[k,0]-norm[k,1])+norm[k,1]\n",
    "prediction = l_pilatus\n",
    "labels = np.append(labels, label, axis=0)\n",
    "print(prediction)\n",
    "%run -i BP_fit.py\n",
    "objective1 = objective\n",
    "s1 = s\n",
    "sN1 = sN\n",
    "original1 = data_Origin[:,1]\n",
    "model_N1 = model_N(q2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9a45058b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qqqp06ae+ffvi+++/D/t8vXv3rtf2vbfeeisGDBiAiy++GJ999lmjhImIMpxV/JhT1Lp2NBFtTjxefPFFAFALl4K5c+eqvehnn30WMTExuOKKK+D1ejFu3Dj8+9//bmFL2zYDBw7E5MmT8dxzz+kev/fee3Hqqafi9ttvx80334yUlBRs3boVS5YswfPPPw+A5/Gff/55jBo1CsFgEPfee2+9huH26tUL77//Pn744QdkZmbimWeeQVlZWZOKR1paGmbOnInp06cjFArhjDPOgN1ux/fff4/09HTccMMN6Nq1KywWCxYtWoQLLrgASUlJSE1NRWZmJgYNGoT58+ern/XMM8/EVVddBb/fr3Pwd911F0aMGIFHH30UV199NVauXInnn3++Qd+zqVOnIhgM4qKLLsLnn3+OM844o8muA9EOqa0GLADyGzhgp43S5moejDHTPzn9kpiYiBdeeAGVlZWora3Fhx9+GLHe0ZF55JFH1HSPYNCgQVi+fDl27NiB0aNHY8iQIXjggQdQVKT1hp5++mkUFxdj9OjR+L//+z/MnDkTycnHXwH0L3/5C4YOHYpx48bhrLPOQkFBAS699NKm/lh49NFHcf/992P27Nno27cvxo8fj88++0xNcXbq1AkPP/wwZs2ahfz8fN1IsjFjxiAYDKqdk6ysLPTr1w8FBQW6KG3o0KF49913sWDBAgwYMAAPPPAAHnnkkbA04PGYNm0aHn74YVxwwQX44YcfTvizE+2YoIcfbbmta0cTQXuY0x7mRCtD37kOwpmJvLs+bwNQ0vTLk9Ae5gRBENFGMAhYlH66Nal1bWkiSDwIgiCaG6+XD7wBgMT2vQmUgMSDIAiiufG4tduJFHkQBEEQ9cErDXVPqHs+UnuBxCMCHXAcAdFK0HetA+BVRlrFxgKW488Tag+QeBgQ8xnqMymOIJoC8V3r6EvaRzVCPGJi+F8U0OYmCbY2sbGxsNls6lpKycnJHW4zJaJlYIzB5XKhvLwcNputXjPXiXaKKh7R43Kj55M0IWLCoRAQgmhObDYbTXKNdlTxiJ4OAomHCRaLBYWFhcjLyzNdEJAgmor4+HiKODoCPhKPDkVsbCz9sAmCOHF8Xn6MorRVdFRuCIIg2jJRmLYi8SAIgmhuROQRS5EHQRAEUV9EzYPEgyAIgqg3auQRPXN5SDwIgiCaG0pbEQRBEA3GT+JBEARBNBQ/pa0IgiCIhkI1D4IgCKLB+H38GEfiQRAEQdSXgCIeFHkQBEEQ9YYiD4IgCKLBkHgQBEEQDSZA4kEQBEE0FDXySGhdO5oQEg+CIIjmRkQeUbTVMIkHQRBEcxNQNpWLt7auHU0IiQdBEERzI8SD0lYEQRBEvVEjDxIPgiAIor6QeBAEQRANJkg1D4IgCKKhBCnyIAiCIBpKMMCPCRR5EARBEPWF0lYEQRBEgwlQ5EEQBEE0lBCJB0EQBNFQ1JpHYuva0YSQeBAEQTQ3FHkQBEEQDUZEHlaKPAiCIIj6EgryI6WtCIIgiHqjigelrQiCIIj6IuZ5JCa3rh1NCIkHQRBEcxIKAUyJPJJIPAiCIIj64HYDMRZ+Ozm1dW1pQkg8CIIgmhO3S7udnNJ6djQxJB4EQRDNibuWH2MsQDyNtiIIgiDqQ62TH+PigZjY1rWlCSHxIAiCaE48SuQRGwdYLK1rSxNC4kEQBNGciJpHbFzr2tHEkHgQBEGcCLXHgKp9kZ8XNY/Y+Jaxp4Ug8SAIgmgsjAE/vgJseAtwV5m3USMPEg+CIAgCALw12u3aY+ZtRM0jjsSDIIj2jt8N2A/ynnMkqvYCu77SVoQ1I+gHPPamsclXC9QcqbvNrqXA6pcBvydym73f80gg4Kv7XKFQw200UntUuy0LiYzHzY+xCSf+fm2INice3377LSZOnIiioiJYLBYsXLhQ9/yUKVNgsVh0f+PHj28dYwmiqQgGuOOsy5nXl1AQcFXW3WbDW8C6/wJVe+po8zZwYA1wcE3kNr98Bqz8N1B9IHIbxrgwHM9Z//gy8NPcyD14xoADPwKuCqB8S+Tz7PmW1yCO/By5zZaPgFUv1C18jPHPv3NJ5P+LLB6RziXEI57Eo1mpra3F4MGD8cILL0RsM378eJSWlqp/b7/9dgtaSBAN5NA64PvngJqyyG12fsEdZ/nWyG0qfwW2LDy+w9v0DrD6JcB+KHIbZzm/Xf7Lcc1HTWnk58q38ePupZHbbP+cf/6V/4rcO6+t0KIJ+0HzNj6ndlusUmtEjpIi1SAA/rm9Tm5bJA6t5ZHXwZ/0IiEjriMAeKrN23iUmkdcdIlHmxs7NmHCBEyYMKHONlarFQUFBS1kEUHUwdHtwL7vgf6XAUmZ5m12fMGPu74Chkw2b1O6SWmzFMjvb95m99eA8yhw9BfgzLvNJ5xV7NZG/tgPABmdwtvITjWSQwt4tduhCGkruTfuKOX3zeYxVO/nR5+Lt8tNC29zVBKxSMIgRySykMh4HdrtSM5cFpjKPdyuBJMFC/evNLxfnolN9Yg8vErkEWXi0eYij/qwbNky5OXl4aSTTsKtt96KioqKOtt7vV44HA7dH0HUi+OlkTZ/yCOKPd8e/1yBOvL0Al9t5OeEc2IMOLbTvM3hddptsQy4ETmS8LnM28iO0Bvh9xI01BQi9c790nsE3OZtKnZJNkUQBpf0O4/oqKXIxhkh0vMbrrHbJMUnUm3qayLYLQuUu9q8jU/5vyeQeLQq48ePxxtvvIGlS5fiySefxPLlyzFhwgQEgxF6KwBmz56NjIwM9a+4uLgFLSZalKCfF3rrcvrHdvHhlY460jGOUuCn14AVf4+c/onkLGRkBxRpdrGxFhCpGBwjjdaJ5GDlx/0RhEEWj0hpJPmzuarM6xVGoTNLE4VC+igm0merj9068YggaPLn8TjMxdEoBGY2Bbz675CZeIRC+qK8321epBc1j7jo2QgKaIficc011+Diiy/GwIEDcemll2LRokVYs2YNli1bFvE19913H+x2u/p34EAdxT2ifbP7a17o3fd95Dbb/8dTIGvnRW5zcA2PKIKByEXlit3a7UipHdnheevh8AHAYSJWjOkdWCQHKzvCSG3kPH3EEUJSzz4UME8BGe02i6yMkUYkm+TXRoq+5LRVfSIPwDyqMJ6/sXbLkZeYPW52PdXIg8SjTdG9e3fk5ORg165dEdtYrVakp6fr/oh2yNEdvPAqcuhmHFLSNntWRG4jRwCRRiXJDiZSascudUIiCYMsHr5a856p0eGYOWq/G2BS7z9SD152epHslkXIW2MepRmds1lUEeaEveFtjD12M0dt7MFHEg/ZJl+t+RBi47U0tclwXUzFw/A6s8hDvC4mDohPiXwur/JYPImHDr/fjwMHDmD79u2orDzO8MBm4ODBg6ioqEBhYWGLvzfRwmz+gDuNbYtO7DwWqdB8bId5GzkvbsyRq48bnLAZLkM9zswJ18vhGZ1wfdIokXr5hmK4mWM0CphZG6M4mTnOsBSRiU3G10USj6DhupjVYoyPmV3LprJbRB5xCVox3GgjoAl9QvQsxw40Ujxqamrw4osvYsyYMUhPT0dJSQn69u2L3NxcdO3aFb/73e+wZk0dY8PrwOl0YsOGDdiwYQMAYM+ePdiwYQP2798Pp9OJu+++G6tWrcLevXuxdOlSXHLJJejZsyfGjRvXqPcj2gjlv/D5AlV7zZ+Xc+6RUkTGnqiZE2JMn26J5Kj89ejBG1MtZj14Y12kXuJh5swMdprm6RvrhM1SLco1ssSYv0Zuo75/PUSvvnYbryVjmjCKZT7M7BaPiejS1Jkb/p/1sck08lDOHWsF4hRhMIssfUq7ji4ezzzzDEpKSjB37lyMHTsWCxcuxIYNG7Bjxw6sXLkSDz74IAKBAM4//3yMHz8eO3dGGBUSgZ9++glDhgzBkCFDAAAzZszAkCFD8MADDyA2NhabNm3CxRdfjN69e+Omm27CsGHDsGLFClit0RUSdii8Tj5py2PnY+rNkEfORNoTwdhbNput7Hfrh4KaOer61hfk17KQubM2OlSzQnejest1pFHk+8ZCN2Pa+ROUVIuZExZOMDFdf19nk1h2Q/ntmTpY5THxPzONPBR7xEZJoUD4SK5QQEvbWRWbzEaTifMnZenPbdZG2F1X5CFqGXXZHWflAhLpXFFa82jwPI81a9bg22+/Rf/+5mPRTznlFNx4442YM2cO5s6dixUrVqBXr171Pv9ZZ50FVsdImS+++KKhJhOtSc0R4NflQMEAIK+f+YgjeXgpizALWVdfqOECYBQRY/3CWQZk99A/ZnSUkXqUssDUJzoBuDBYDXtUi56vNY2/t5kzEzYl2XikYurMFOcVn8Tf16y3LOyxpnFbGOOvk20K+rRefVKmUocxOZdst7s6QuShXJfkbMBxuO7IIymTF7xN6wvCuaby6x7083PLo5PEuS0WLnquCnObApLdroq6hTg5i4+qq8umpCw+wMAs+gxK4qGmrUxE1q88Zk0Kf64d02DxqO9sbqvVij/84Q8NNoiIMko38ZnRlb/y+2YT4OTUTsQZyNJIG8b4a1KyDecxpIRM8/TO47cxK6iGQkCMFKiHQpqjEMLgrQHSDJNXhfNKTFfEoy5HlamIRx295eRsPgO7rsgjIVmrZfjdevEQ546J1SbG1emE0/X3dTYJ8chSxKMOQUvO4v9Dvzt8MqHag08EEoL8/+ir5a8xtolNkCIGg02MadGIVZmIaOrMFbuT6hAP1e5sLh6mdiuvi5PTVmZipbSzdvC0FUE0CDklE2nPA7lnH0k8jM7SrHYg0lYiT2868kU5v8ib1yUe1jTuLBgLf/+gNA8gJTey7cIGNdVi4szCHLVZ6kMSD/GasPkhYj5BopaSMtZKZCcsFuozpn9CoXAnbOYU1dRWRmS71chDEQIRWejOI5xwoiYMxuuk6+VHaKNLbQm7jyNo8n0zm8SqASwUfg3UGoxVu5Z1XScSD2DdunW47777UFXFf8B/+ctfmtQoIoqQxSPSxDbdyCZ3hFx2PcSjPk5B2JCqLDVh1oMXr0tI0XqUxrSFmhOP1xy1WU84rHZg4lzkCCZSG7+UahHnNkYMcg8+PtncbtlRx0bowctOuS7Rk1Nbx7M7MV1LMxqvua52EMEJ60SvPnanRrZJXANV9OpIt1nTpI6G4VqaCprZucT/12QJlHZMo8TjlltuQWpqKi677DLY7XZ8/fXXTW0XES3IM4EjRRXGmoLZ7GHxY05VevlmQqSmiGzKfbPIQ3mdiBb8nvCRPcJJJKQcvwev6y0bnZlf6gnX4aiCRoGpo7eckKLl1yMN341PqsMmaXipcIpGsRaviYnl5zqe3XVFTKpYJWnnqsvu2Ai1A9Vuax12S6Ox4uqyW0RVwu46Io+4xMgpKXH/gYeBK64GvN7jRGgdvOYBAImJifjzn/+M888/HzfddFOdBW6iAxP0G4a8mjj8UEhrI4rBXkd4PUO0SbTxxQHr06Osa/SPSKOIdES8lFLwScVp4WgijXaKT5R6yxFSLZYYTYSOV+QV94359aCUIolL4u8VNpxUcniifb1SRJHSMXJ9wfBeuvqCNPrJOJDBL12nuEQu3mHiYVZ4biK7jW1CQW0whBDrYCDcbvF+8v/XKGgBL+B2A9+tAnwM2L0LKDgJYajiQZEHkpK4go4YMQITJkzA2rVrm9Qoop3gruZLWtdGWJhSzF6urgLAuAM2rpjqd2mOMjVfeZ0h8mCM/5jdLuDzb/iM3UizgnftBG68FSgtjdwLLC0FHngEqHVrNhhtAnjqRxSVI80NiLUCh8v45zNzLgCwczdw/W8BhyNCkdcHbN0CXHYNYLcrDs4wZyXoAzweYNMWTejq7MFHSO2I67ZjN/CPfwEBk2Gx4v73K4GJlwFOp0kbP7f94EHgXy9p9ZewVJIiArF11CqETUeOAWs3KG0iCMPCT4Hb7wR8vshpq9VrgHvu46IQKVoAA0LSWmGR5qNY4oGQmDNiFDQv/y4FGRAEcPRYhM6B8joSD+Cvf/0rAgH+5b7pppvw7rvvNqlRRDth3/fA4Q18E59IS1ysXw/M/gfww0r+WNhoJxdQ6wS+/hb44FOgtjY8bRX0cYf66qvAP+cA334bOfKY/xawfS/wwfuR0xEL3gYWLQbm/ld7TGeTG9i0EfjNJODbH8zbiPsvvARcPQnYsTNyDeLV14HvVwNLvgy3OxTg1+6994Hv1wCffmr+fkEf8MVi4LIrgK+WaXbq7PYAfj/wwhxg5j1AjcPEUfsAMC6eb78LrP0pctrq/Y+AjZuBFSbXW5z3tdeAP90PrPg+gt1eYOdOYMZM4Me1iCiyoSBw+W+Ahx8FSg+bF8xZCJi/AFizDvh5U2TRe+sdYMH7wNp1ke1++x2gS1egvEKzwfh+Ph8wYSK/lh6PSQrQCxw+DAQABBi322w+jLi+UZa2apR4jBw5EnFxcVi+fDkA4NJLL21Km4j2gjx8Vt6PQeCtAZYvA7wAFn3JHYSxvuFzAitXAp9/Bcx/F1jzo7kzr60Fjlbwc+3eHTnyAAA3A+wO3vM0zjoP+gBHDf+x7zsEgIU74aCXi15ZBfD3Z4G9e8178Dt3cFEIgKcsjI4j4OGziwNKz9TliiwwAG9zoDT8cXF/w0b+Xm++zYuwZg72qyVcFH/eCuzcZd7LLyvXbKoxmXsS8Cn5e/B2IvKQOwhBRYQCSsSxco253UE/t2n+AuBf/+aRitl12rJFeT8ovXmTXv7Ro9yeAJRraSIeHjf/XAEGHDqopQBle8CALb8AlZVK9OXX/19ESm7x58D6jYDDCZSXmYte6WHNpsMRhiuLGebJqeHPtWNOaKjuSy+91FR2EO0RjxPYtIk7skqTlWe9DiA9HfAwwMuA7TvCFxD0uYDqasAHwA9+O6xH7VbeB/yHmpho0oMPAnZlkqBXqheEjezxALEx3MH4ARyrMEn/KM4zCP63b2+44/C7gY0bAb/ihH0+8+L0/gOaMwsEtHSP3Mbl4qkPAKhxKWtUybPXld56fLyWItm+w7xgfOCAZndNjbnD+2Ubd3ZBxkXZTITKy7X3MkulBX2A28OfB4BKO4905Ost6gsOh2ZTZZW5TWvXaoLmdJpHDAcPKedhQIXJBMCgjwuCsPvgQR6t6Oz26u0OMqD0iN4mEQ1u3ar876B8hghpK3Eta5xAtSGF63IBIeV1WTmIJk5IPKhQ3oFhDPj4XeCjj/ifWTHc5+IOzMf43769gM8w4spXy9v4mdbLDVvR1MV7fqKHV11tnkY6LHrtAFw+7hiN56qpBoIhfi4/A37dbR551NRoPWEzmwJe5XHwc9nt5j3qfXs1uysq9MuDANxpVRzTnJk/xB23cfFCr5KSUoXBYSJWfsUmcS1rwm0KenkkJc5TZebMfUBZmeIUwW8b9+UI+vj/QYheEMChQ3oHG/Bymz1e7Vym9RPh9MHPZ7ebR0yHDmrnOXrU3O6KSq1NZWX4dyXoU66dZHetU2930MejEa9Pu05m9aqAV4lwwd8TAKoq9HW9Y8eAGAsQGwukRddq3ickHpZIm9sQ0Y+3BvhxNb+97ZcIi9Q5FWEAjyxcrvDIw1/LHYpPcbA1NebRgsulRR6OGpPRT0oKQTiFAICj5XphCIWAY2Xa8+r7GYTIq6TJgixy7zzg0Ry1cC5mKanycv4+DICzVkmrePVtjh3j5xF2lZbq7RZOCtAcrJlNfo/yOCSbTHr5st1m4hH0KmkacT0C3Ea5XcDHB0IIpxkEUGtIJQV9XMBCwlErgmbm9Gtdmt12u0kv36ekhZTvydFj4Uu0yCIkrmV1lV5Ag35FCCS7nbUmdtfq7Ta7lu4aZUIlA3r34Y8ZOywVFdzLJifpN/OKAmiGOdE43FX6bTWdJsvxlx/mP8CAEnnU1pqnpGqcmjCY5eBFzcOvOA7GgOpK6OoZAY/SyxT3meK45V6nl6dNAM0Jm+XOq49xZy96lJHSKMJRB1jknqnLJdkEJd1icFQVFZLDY4DLxJk57HphrK0Nd7A11fx6i7RNpLSVsElcb4/JHBZRX1DtPhYh8hD3I9hdUyO1gXnkUevQnLAqHibFaXGuIOMRTeXR8BRgVaU+qnC59N+BgFdLowm7aw02Bf3KY5LdxrRVKMjbAHz0W5cSfu1dtXrbjx0DLACSkyMv6NlOobQV0ThqjvIcvlMpmO7dFT4Mt/wwP/qhOTxjVFFTzR2B6FG6PbyWIqOKB5QfNAtPR6hOkQFpabxtTU14D76qkv/ImWKTmXhUKQMBAoojdjrDnZnXxdMxorfsDwBOu96ZyTbFxvJ2FRXhaRQhHlar5vCMTtju0DszY+TBGOCo1p4Pssji4XZrjppBSbVIS50EfcpnBr+WAcZfY7TbmLZyucLTPzWSEzZLS4aCgNMQVZmmAJVaRYABicqcmaqq8DpMmBBLNQdAizx0aavacLudtSbiYRBPl/LdsmUBeXnSd1yy/ehRPpsuOVmbLxIlnJB4vPLKK01lB9He2PMLdzgOxh3XgQPhdY9jR/gxNYP/kM1qEKJNQjIfUw9ozlsg0lYBBnTvrqQj7PpzCacYANCzp+TwDG1EdDJ4sNQzNYy0qVaiqGzFIThNdgBUC6OxgE2Z0Gg3pDaCwlEr7yeugS79I+xmQL9+vK3bHTny6NxZS1sZ0zFOJXWYnas5Mp9BrB3VWlTVu69yvavCU2nytQyCO0qjTSLy6N3bXNDUyIMBublSNGRw1LVKCrKoM39PfwBwVOntVqMTAD16ATD5/wZ9WlRx8slACOaCJtoUFJhHQ0EfjyoCDCgslNJWBhFyK3OUsnL451O/45LIVpQBsHDxEDPso4QTEo/U1MhDz9avX38ipybaOnuVfVp8jNcz7NXh9Yyqcn4ccDKPBFzu8FpF1VF+zMoDcpRJgo5qfUqq1g74/NyxjBjBj/ZqQ+Th0Zxwr15KFOPWRzpBqdfdt6+5MxcFVQAYPExxZn7AZajpiJFdtmyguIvS8zekrnxurbcsbPJ4wh2eEJhevcxTaQGf0hsHMGxYZEftdAJgQP+BfLdEJtkpqKnmx9R0zW6zc7k93BYhDG6TaEg44SFDItvtrNHbbeqolc2fOhVr3wFRmzLaHZ8IdOocWWSNdodFcVL6a9gwmNaPgn4t8hg2TEtdykIc9CuCCiA7m0ceZu9XoXyOxFRKW9VFRUUF/vnPf2Lw4MEYPnx4U56aaGsc2MuPAfChsS6XvmgeCvI0DgD0U3rdoRBQY+hRVitRRk4+kFcIQIwSkn6oQmAscUrkYZJGkXP5vXtLbcx6+VAcNcIjj4DiXJjigMRidvYKfUpK9IyzcoHOxVJqwxfeJghudzBC+sejDB1Ve/nG3rLk8IYOrVs8ggCKOgG5Bcr1NdgtnLAtB8jM1FKF8vs57VovXwiamaP2KMLYp0/k9I/ObsZTfXJaMuhX6gTgDjg3X7NBtluktjKygKwsqXMg/e+8LiUFishCLKetdIJmjIaUazlgAN+jnIHXWOQ2bpdePNS0lWRTpdKBSomukVZAE4hHKBTCp59+issvvxydOnXCnDlzMHHiRPz0009NYR/RVrErTr+gsyYectoq4OHOBQDyOwFJacrrDOPgRc84twAoLOI/wBpDXlykiNIyNYdn7MH7XMpj0ITBbTKySdeG8ftyXUQ4vAC4E85RVt911mj5dcY0J5yTB+TkKM7MIETis6Wka208Bkcd8GnRSc+emlMM61FLEVOQAYEgUCuJtRimK9Ix+UX8cYdU92BMc8JZOYDNxtt7DE5YiF5sgpImEzaZ2C2nrcxqNSJt1a+flvOvrtS3qZXEI11ZAt0tLWUjF6dtingEmTJyTRZr5X8SBNCjRwQh9mlDrEXq0kyIxWi7ggIpLWmwW/xPsrMNaSv5u6v8TlJtiDbqvTDisWPH8PTTTyMrKwvTpk3Djh07MHfuXLz55ptgjOGqq65CMBjEBx98gH79+jWnzURbQKRxirsBmw+FRx5+j9YzzcwEMnMAHOJOV6xlJTvhvE6AJwgcBnfUskNXU0SKwwsoTl+OTuwVShGcRa55iLRVgCnOxcJfI+fXhcCIHmVuPrfb6eSCGBuvRFWKM8vJ559PCFHQxAmnK6Jnlmrx1mrzN3r21HrLuohJik6KipSCsd/gzJQhuMLh5eQCNUxLN8VZtV4+wCMmnd3S+4mIMc2mOGqEC4Pfo02klHv5xpFkQhjy83kNCeX6iXTyJMncXD6qqwLatYyN03r5wm5hk1HQhN3JqZHTSOr/VxJirw9wG6IhIcT5+fw6oJLXXeQ2LkPkoQqR3IFQPmsUike9I49JkybB4/HAYrGgc+fOGDlyJA4dOoRXX30Vhw8fxr/+9a/mtJNoa3gUoejag9c9XC794oF+F/9x+8GdVJbowTu1tE3AKzmFPP4jNHP6DsVJZmZLqRZDG+GQrCn8B2/mqANebYRUTg4v5ANajxWAri5iswEFheFF86BX6wnnFRpskp2w4mxsWccXGDW1BSUSMUltBcBtyszRvxbgzkzuwWdmSRGaZLfLBYABuXmaoEUSj4ws/j8xS1uJNkGmRXqBoL42JNdzsrK445dfG8nuEFOiGp92HpebdzaycwziIdkknHuajf9/zdJWLmXeSRBAly5aNCQP0jCKXppNe63ZZ1PTVowX/82+u+nSrohRQr3F45dffsH//d//4be//S0qKipwyy234JFHHsGFF16I2NjoKgQR9UDkrbv35vMv3IZieECKPGw2nt4R4+BV8VDahBiQlW1ISUnOUzibTKW3rEYeUhvRw0tJ13LiPr9+DoPPrazZpERDIh3hrNby6wHJUWdmKs4T+hSYcC4hxQnbbHX34DOyDZGH1FsWApCUoo1IYgyokRys3FvOzOSjqQAtihM2iegkK0tKSclOWOot5+RGjoZEOizD+PlN7E5I4u8Vr6yYK6ek1Gup2J2hOFBXrTY02Ji2Ur8D0vsFA/r6gkhbHVc8oBS1JbtFpGuJ4yOgRJqsWhZiKRrKywPSbYrdTu16h/xam6wsJW0FIBjU1/XEd8AWXUuTAA0Qj7/85S+49NJLMWbMGDzxxBPYu3cvBgwYgJEjR+L555/HsWPHjn8SIjoIBXlxEgB69uXRRYhpvSyAp508Hi3yyMvjt2trtZnBcgE7M1MTBrmozJjmFLLzlbQVTKIT5QebZgMyMrRltIWzADSBMfbga2u1eoYceWRmamkyr1RjkQUm2yB6cn1B9FSzciLXaoR9KRl80qVYPE+Ohpx2rbecman14F2y3T5NYGw2LdIxip4Qj9xcQwrQxG61vgDuhHV2K04xVSkEC2GQoyFvLR92K+wWjtpjZpOStpKjoYCJ3ap4IFzQXEqHJj1TEw/jSDl5tJnFAqQp0adLSknJacLMTC7+UN5Pvd5+feSRnKwtlS8K64wBtcr7ZUafeNS75vH73/8ekydPhtVqRXw8H49/9OhRvPnmm3jllVcwffp0hEIhLFmyBMXFxUhLS2s2o4lWRggDGB+bb00B4AOqpdEoAY9WCM5Ufsxi0pYaebj1PVPhkOWowpjvVp2w1xCdVPNjehYQE6OkpGr1vUC5txwfz6Ohamgzo2PjuVOQIw/THrzkXGw27jiEM1MdnlRfyM5D5PqC4rRECi09E8AR7fPIdsfEA0lJPCJwKNfAzG5VPITdogcvFYJzcszTVmIIKsAdnkhbhUL6An2tEA8bP9pyABwziLVidwh8gczMLOCIdA3EZlvCCavXm4Vfb7k4bZa2CgYAt3K90238/aBkROTakFOKTsR190P/2eTUls3G7d4HbWBBbHy4oAGKgJZrKbCaGmWCYiyQW4hoo0GjrVJTU1XhAIDc3FxMnz4dGzduxKpVq3DrrbfikUceQV5eHi6++OImN5ZoI/jdWsSQncNHQQH6yKO2GggE+A/TZtMiBq/k9M0iD78YAWVIbTEm1TyYsuCelJJS0wPKD1n0cuX8unDCyUrHJlvkxSWn76rhuXvZmRkjhki9fLmeIRwemFScBhAM6YuzLoMzEz14OW1VY7DbpryfLhry6gXNrDYkBEaktnRpK/mzCbtzlJnRVv31AzRnK0RP7cFLn00ISXIaF3Sz2lDQp9WhZNGTowpjcdosbSXmeAD8O2CxaNdUTqWJKEQ8J45uE7stsVysM7NgLmgeLoxZyv9M/O9EhFtWBsSDR5QduWB+PIYNG4bnn38epaWleP3119XNoogoxFHJnaBISWUoIbmzSstlyymi9HTuGFRhUHq2AY8SQTBNPFTnIgmM3KPOyIC6bIROrERxWu4FQpuZDGi9eTHmXkQVXskpCLtDFiA1NXJPWHbUOoGRi7ySw0tJAZjyc5NTUsKZCbET6Q2XQ8uvCyEx2i1HFbUObV2rMEGLYLeujRSdqOkYxRYhDLJ4GO1Wh9hKTlgId4oiemaRjs+tLGdfDyE2pq18fsDjkj6bm1+DTOV/L1JqTiklZRQPUc/QiYc0astiMb/e6mgz5bsLaHUNEXGVlQFxFiA1RdtTPYpo8oURExIScNVVV+F///tfU5+aaCuIWbMshjvFTCUHXyulpESqwJrCe51mPXifS9t0SK55hAmMVHiPieGzdQGth8iY9uMXtogfstw7VVNENqWNTcr5e/V2J6ZGtluM2gowQ4rIq9kd9GlDWTMz9fl14VRluzOEAxJO2KPl19Whs8rrhYDKTlg4dksc7y3XmW5jetHzB7QoThY90aMWDramDrvleoaYnyHsFtdbV4fx6c8ZVD5XpHSbSFtlZelrWupoNUOdAtCiIiEYoZCW2hKdCyEiHpfWyRAdESHWZvUjeT2uDOV9xEAG0UkpL+eFgZQUrR4SRdCquoQ5Xi/w9ts8b2ukUhEPawp3ijm50Mb5K+IhooJkUVDNCJ+fIXLDxtRWMKSlc+TitM3GHxPOSOTdA14l1QIt8sjKVoq/0g9etBeOri4nLHrLssCI86i9ZUgpIhElVPOj0VEDmjMTdoSCWj3HmG6ToyHh/GTRM0YVIppJUnrLZiOpAoYUUUYGT7sAmmgaHbVsk+qEA+HX22Zid62hl28WeQjxSEgC4uKkARGGOowcMcXEaCk8h2S3UTzSDOIh2gB8MIB89Hi0BRSFeIj/l5mgCbtj4vnmZIA0HF15rqwMiLdw8aDIg+gwzJoF/N//ATfeGP6cmDVrVSKA7GwuAG5prodYoj1F+QHabLyNHFWIFFF8Ii9gp6ZKqR3FiQc8WnQinLBwRrV2ZXMlachvpuLMRArMK6WS3NJoHGGTMapQRz+ZpIgCBoERvc6EBK1nKV5vJnrifYVTDXolZ6ZESqKe4TERD9luozNTJ8hJKSLjSCq3EwgGNZtiYrjYyK+XHbXqhBX7RT1DdsKiB5+Rya9/XXabCZq4XsIO0cv3erW1pMR3QIgHoP1/RIpIXmDSaLf4v4uRdEz6nmRkATDarbRPk8TDOPPfeL0BbUmYWiXlWHaE1zxSUynyIDoQ//gHP77/fvhzYkKeiCqysrS5HkIYak1SRMaahxAPkYayWIBk5QdbI4mHnLYCtAK9y8V7wQFvuMDIwhD0GlIt2Vob4aiM0YksesYRYKKXHp/Ie8uA5szUNIyhvgDo6wJia1m3kqcXvXwzsVJTLbJ4GOyOVF8IMe1/IRwtU+o5gFYXCIuYTOwWc3vkZd3N7BaCZkxtmQlaJLtlm2rsykrA8ndAsVsVYn+43ap41EZuYxZVGOsicqQXMKSt5H3J85QRVS5lja+yUv6dTkkB4lMQbZB4EMfH7dbfr5HWbAIMo6SUyEM4rHTJufih9CiVNmpqK0M7txxViPMEQwZhEL1FpbBuJjDGH7w6ighab9ms0C1PNJPPIzthY28ZCE9JyQVVkRMX7ytSMsYJier7QesJh0JaPcImiV4ku4Udycl8tBCgRUpCkBNTtD3ehUiqOXyR2pKupah5iHqGWXQSZndQK2bbpGhQzKAPGuwW36X4eK2XLsROpOTkFJFaz5Dslof8AppoeV2aWJvZLc/RYUy73saISRedGK43wCMPsUpxwAMcK1Xa2PgyK1FGvcXD7XYjJG0Ys3TpUjz99NNUGI9GSkv19zds0N8XTkgXVUCLKoIBrdeZJosHU7ZjVV7vNJwHkKIKJ3dAIjoRxXnAsPSGV3MKkSKPgFcbtaVLWch1GCWqcBlELzkZ6nwBtSesHOWUhXCwwhk6qrR9M4R42DKhil7Qh7AJicImOW2lSxHJERP0dRijeFgsUl1AiIc0iki93ga7PS5trS2dWEOyycRuYx1GRCey3cIJB6Tvh1oXkZywsFt8z0QBWrZbfGeMqTTdtZTt9msCE4hgd8Crr+eI18tRnIiU1KHK0mq5+fnQrawraoNRuDQJ0ADxOPXUU+Fw8C/Y7Nmz8dhjj4Exhjlz5mDmzJnNZiDRCqxbp7//44/6+6J3nSb1zNS0lYsXxL0eAJKjTkwEYpR1hETkYjwPIP3glahCHrUlesvGZUzUyAPmkUfQq59TkmUWeSgOWk21KG0sFi09JxyHqXiIpTcUpyJP7BO9ZVn0gn7zNIox/SPn6bMMouf18f3WZbvla5litNskT28cYivXc9JF3SdLX88wizzkwQcBSfTklFx6ulagF1GncTAAIA2xrctum95un5tfD11UYahnGGeOA+GRh+hkgGnfgaQkPooN0FK2IhUmi15eHv8duNx8bxsxadaWi2ik3rFUIBCATfmCf/DBB/jhhx+QkJCAGTNm4OSTT24m84hWYeNG/f0tW/T31YltUs/MB/6j87l4ykZdFFHqdSWnA3BoezW4Db18KO0PMp7a8HsAh6EuAmgjoMQEOFcNH25qTFvJqR1RnDamiALgkwLdNYYUkbScREo6AKeUSjPURQDuhKugLSWurlkl2S0XjOVoKCxtJYueSWorIwPqvuiid24cDADwqCJ0WOotG1JEAE/tlIF/fkCz25rMt85VbYK+B1+n6HnNBUYt0Lu1VJSoo4gICODRkwdaKs1pYrcqerV6u+XvgDHdZJbaUu32hkexoo3FokQ9NZrdbhO7c3KUpXpCPOqoPgqkAcjMRzRS78gjPz8fP/zwAwCgqKhIXcuqxmwoJ9G+KS/nR/HjEfcFXtHrkn6APsXh+ZzQLTsifsiA1rv0ePjy7WohWHLUmZlKCkyJPERqS66LGCMPkdrS9ZZtUhu3vsirjsZJ04qzjirD6Kds7f1E71KkKsx6y6K9WMLCrC5inLjncym9ZRYuaF6v1oM3OryEBG0hQkeVPk+fIQmxcTVYNbUli4eowwjRU+xOlAq8xnqGXGPS2c0ku73hdgP6VNrx7Bb2RhI9gNczQiEtQhVLzwDhQ7HN6jnCbp/y/zDO1BeI/WjEYpRqXUSy22oF4pP57a0bgaAHsAAo6oJopN6Rx2uvvYYpU6YgISEBKSkp6m6B5eXl+Nvf/tacNhItTYXijPv0AVauBI4e1T/vNfxwMjM18fDWaHt5iBnogoxMILiPP+eq0GoQsqM2rppr1ss3tpF7yzFKf0g3usuDsJnqgDLhMAWA4uzFVrZilV9BWibvCbuVHQbdhtE4ANSlxEXPW95bQrZbHqoqls0w9uDF2l0+lyZoQWbizKp5PSDoU9KE0F/L9EzADk081CKvdB4RYQkHq6bkDJGeLHoOu36hRtnuQJC/T3JmeA0C4FFFqJynonT1Bfl624Cjst2GpVDkzynmZwjRM9odkOx2O3m9RbY7PV3rQNgrgbQ8TRgzpPdLTQe8h/n1ka+3HOkBQE4B4NoLrP6ez/FIT9d3fKKIeotHSUkJli1bhq1bt2Lnzp249tpr0alTJ4wYMYKWZI82hHj07cvFQ448QkFt/L06m9sGeMEdSk0l7+m73dx5yw7PZuPOzOMB3JVaaitLTltJY+oDHsClOOHUTP155HWbRP7canAcfqYsYaFsLiUvhSJITgdwlEc4ZikigDsID5TeeUBLtWREsDvol4q86fo2ck9YneeSpA35FfUMxvg50gvC0z+A0guv5iIVkOoiNskmeSlxwLwukiWJXkAWPclu4/Bhcb3FQo0AH/orTzi0FSoLYyJcPBzgnQJ1t0mD3Wo0VGuwWxaPLCUCMIheisFuedCEqFeELDzqBHiUEmcFEOB2F5ik5ITdXijX2yN1fAzF8IJi4Ne9wLrVQILy2ROib5gu0ADxEPTr1w/9+vXDkSNHUFBQ0Bw2Ea2NHHkA+shDXlFX9FqTksBnQ4E7Ya/T3AnbbMAx5QfvqlSiAhbeRl6iRO3lS22MQ4NFXUSkFgDe4xOrdTsqgPhMZbimwaYUG4CjyoKInvDROAB3EOUiLVerDUFNl3rLxlE7xnkuwm55ORSRapF7y4mJUH+W9kogw8F782ZOOAD+PvJggGzZJtE7V/bP8JjURYwLEZqmtjK0aEgexCCntmJilNWVPVxcvC79LHxBmk0RDwdMJ1ICkngI0ROTDQ1iLddh1HXLZIGxaSlAn0u/d4qIUAEllVbFhwYHI6St0mx8h8PamsidDAAo6gr8ugI48CuPPLKytFRWlNHoeR7nn39+U9pBtCUqFecgxMNu5z9AAKYzvi0W7syYUuiuPRpZGMSQXleFFnnIP1K15uEB3FXSyBdDakst0NdKdRHpPHFxQILyo3VUar18efQTINUFHOapLYCnsISD9Tr0q+XKNslRhRgMYBoxiXRbtWK3JHoWiyaCziqtt8yk3jIgzStx6OsLchQnp6QCHm0PFptR9ITdXvMhqELQ/X4uQMLuFMkeQF8XUJc7MUSfcjQkD2KQU0RihJ7HxYd9C7szItntk5ZaN4hHkPEh0zXV0hIuBrtFtOKoVAZ7KGmrbEMqDdA6GeI3INsN8J01AS4cauRB4qGDiRU/ieijogJIsgBxO4GhViDNokUfIv1jTEllZmkOvXo/b+NBeNrKz3ieO1LkIQ/7dZZrtROboY2PKe9RA9Qq4pEivRcgDbGt1iacGR2HOgvZzc/j84f3KMXOhG434HFovfwcQ6FfTqWZjX4Sny0Q4GIlbwSls9vECVuTtaHKgCYAauShODxZPMT6XqIWpQ4GMNgtL1YoRE+O9NLTtdFd1dKeHXJqS7bbWa0vYMdJCQ55SLOI9IIsQsSkDMAwrqMFGCI9T/hSKADvJFjiw+02ip6IDoXAiAhVvpaiQO926ueUyN9vACjppXxuAAkW/ruIwtnlwAmIh0X+IhPRQzAIVFcDhTFAsBIoTAE6x2ri4XXyXpcf+l6XzQZ4FWFwKGtfuUL6H1d2tjIO3gV47OZF9cxMwKM4hZpSZW90pnfUYnQXANiPSg7PkH8WYlJrl1Jbqfo2GUo6y+MGKg4p14CF2y2GBnsd5ikieSRVwCPVReQCdjoQUH43VUelVWcN4iF6wrV2zQkbRU/Um1w13KH5fPo5LKpN0NsdZPrh07qRaz5J9KQ2cXG8LgNwe1S7DeIhHLejSrLbcL3VCYfKnvAuk2uZla3VYbwOqPNFMg3iIU9MdZmINcBFN8xuw/UWr6mp4v8XgNdBrFatjbqbYC1084qMkUdPJVpPtvDl2LMygcToLJjT8iSEniplCGWShdcyUlKAFItWNFf36TCMRpFHXIlNeZCo/wHm5AAuphV3PR7+GjPxcCu5bJeLOwlZPBISgFjFmVUdNh+xA2i9Z7cLsB/ht5Ns+jY5yt7TLhdQqcysT5DmOAD6nes8dmX1YEMvX3Zm7mqptyzZLS8n76jQtihNMzg80RN22iOniETKzO0CKpTPJs9mFzYJYfA6FLvBt3sViGjI6+NRnNdE9ABNBGqqwnc/VN9PeU2NPXzjLfX9pJRUTSWPwowpIln0PI4IqS2lfhRi/L08JnURQIuO7BXS0vY2fRt14zCHVIcyCKOw21sL3SKM2YbrVNgFSE4CYAE6FQFdewNxCYhGom/BFeLEEPWOTGXYa0oK70WVKw5K5OAt8XphsNmA3eA/dDESJcxR5wC1SuTh9Sq5aDPxgOJUAtqoLeOPNMUGoEJ7vwDTUguCjEzALnqwylIRqYY2ublQt8etVtokGnrLIm3lcgGuas2ZGR2eT3FmlYeURRsZkGuYIJacDj5JrlIbSZZu+GwZ2YATPCUVX618XoMzy85VakxuoOKwYneKXvTklJTHofTyTaI4MbCg4rC56AGKCFTy1I66hItN38aWDRwAj5iMG1ipNinC5fFoaz8hVl/PkesZ3hrzQQxJSQBTPmtVmTbvIlMSRoCLSe1h/r01G/Ir7Ab49RbiEamNx80nAIZYeOoS4COrrrmGR+/9BwCpeYhWGh150PDcKEWMtMpUevYpyrIgZfv4fbuSkjIOP8zMBJwhxZm7efSQaegFZmcDTpG2EsttG9IDaWmAX0nteNzmkQfAe4+iQO9ycceda3AcajTg1tZZSjOcR8wKdrmAGiVlkWwQD7GPt9sNVB/homeMPJKTAab0xSoO8vWN/Ai3SY0qqqVevtEmRXBq7Vp0YnTCOTncwcqiF9bLl4r4tVVakVe+lvHx2jazFYfM597IdjsqJfEwtBHRkMshrZZrsFuuwwjRS07X13PkUWnuKmWTMfDlPwQWizY0u1Ky2ygeIoJyVGqpLWMnQ0QV7hotYkoziEeWNPjgqJLeTEjSf3cBICYW6NEXGDhI6XwZrlEU0WjxWL9+fVPaQbQVKiqUPQiSlJE/yg+28gA/inpGgsHBZmYC5SHuYN0ewGoJLybm5PC5AC63ltoyRgIxMbxH61OctcvNbxsjD7VA79YcdZ6hl5eTo9VYxKSuMEedo0UVYpiqPGoL4CLhA7dZ1EXik3j6TGCxAImK87Yf0Wo1RvEQKSpnhTbk19jLz1GGwLtcQK3SEzamWrKztQK9XUkphvXyFSccCAKle/hjIZP/i6inVB3WrmW+IWISTtlRqYmecc2mbOX6u53hux/qbFLsFqJnZrcPvHdftpeP8gqw8P+vsLvycPi6Zeq5lGtbU21ehwK0TZzcTq2obqydiDqM2w1UKVG4MToR5PbRbifnmLeJAqjmQegRI62SkgBrOpCm7FFgV3qJYlHDREMvNy+P93IrwHtnB4PhY+CFAHi93EkB4W3EYwHGhwiHQsCxkIl4KGkit4efy2fiXPLzuSN0OqVJiwbnIqetRDSUbGiTlcUjKcaA6gijtgAgSRS6XdoEubBoSHEmtTXcrhAD8osMdhfwSKe2lk+mBMIjpqwsqLs31ijRonHUlhzFHdql2Jiqn+MASHuolHOb/CxcPLKV+zXHtBSRUTxk0XNV89tGJyxHQ6J+ZnTCckrqwA5+tMRre5AIhAgI8TCO3AM08RDzjwDAZvieCNHzuLQVDTKMIiQNLBDiYaxVCQoHa7eTozfyaHTN49ixY3jttdewcuVKHDnCL2ZBQQFOO+00TJkyBbnGHw3RPqis5OKRnMxrFlmd+OM1SsQhdgg09s7FhNHdFqBXCbAvCJxuaCP28t7i54X5LX6gTwTxSDyg1V9CSdpMZrnNHiW14XTynqrR4RUUcGGoreW9V69JJJCTw4XB5dKioTRDm8REwGIFENTSekZHDShR1CHNbrOecH4n4DC4zcLuwkJ9m1yliF9bq33usF6+FHmIeS7G6CQmRhkm6gaOKQ7PbKmMVBvgBv+fiKHKxmuZq9hYK49+Mghabr6y9a8ymg4IL2CLOozPD9jLzO22WJS0qBMoO6TZaBzhmZUH1IKnmpxKxGS8lmo0VK0N1DCmttQ2bk30jOIhRhMmBLXo09hGkJYPFAzg1yCt0LxNFNCoyGPNmjXo3bs3nnvuOWRkZODMM8/EmWeeiYyMDDz33HPo06cPfvrpp6a2lWgJKiuBRCXySLQBucX8cY/ioESR1zinQjib0jLAHs/TU8ZeYGwsf+xYCCjtyo+RIo9dAW7LDn941AEoTh9AjYM7fbdJ5FFQwEd3OZ2Aw8F//J066dvk5vI6jMfLd4ALsfDUFqAV/4UwGNNtgDZUuFKa8W6sDRZ24s6zpgaoUXr5RoeXl6dFQ6JWE9ZbVoY9B0N8rSkgvJcPaBGisNuYRgKAPCXyOaIUsC3x+gI2oO2S53Ry2/0AigwRkxA0l0uakGiwOyOD/x8AoFKpMZk5YSFyx5Q2Zr18EelUHOODK8yupRwNiaHhRkHPydVSUmLUllFg5ChO/H8jiQcA9J0IDLk2KjeBEjTqk02dOhW/+c1vMGfOnLD5Howx/OEPf8DUqVOxcuXKJjGSaEHsdj471mrlvb/8rvxxr0NZZlssF2LsUSviUVYGHFZSXMYfMsCdfmUlsEtJoxjz7+Kx0hCwJZEfh5g48+Ji4EAA2FYD/OIHjsGkl58PHAlyhxcbC8RYwsXDZgMUP4eKCvNCPwCkZAGo0JxwsklknZ3PhahM5PJNHHVREXewFRU8GjJzeHLkkZjI2xR11rdJTgYCcQCYFg1lmIzsSbIBKNfamDnh/M7APmibgJn18vM78fdyOgFHDU8TdjbYpNaPpAEKWYYljGJjgdhkAF7tWhqL8wCQXQBUH9JsMnPUIhoSbRJT9asHANq+4kKIvSaprawsLioiBWpmd0yMEg25AGVF8TCB6WA0KvLYuHEjpk+fbjpR0GKxYPr06dhg3H2OaB/Y7bxgbk3kReGiEmVUk4tP2osU+gvxqK7WhMHoXABtpM/OnfwYKfIAgO1Kkdcs8igu5gvVLfkFKAvx3qMxl19QoEQnisNzhsLFIyZGq3EcOcKX0DYTPVGrEE7YZtKmawl3QkI8zSKBwkIuBsLhxSUruxVKiMjD6+Pv52NA1676NhYLYFXESR1ebYgEAC2KEvN0zJxwJ+XchxWbzASmoIALQ3k5r0MFLFqqUpCTw+0WE019TBulJJNgiIbMNkvKVyJecS2NRW5AqxWpAmPSJq+Qf18dDh4x+RjQxbBEuq6mVa0MZy4IP5fYl0PYlEXi0WAKCgrwo3F3OYkff/wR+cacKdE+cDi0yCM+CcjL5ykhnw8o26kUpwHkGnq5mZnaPgpr1/JjcXH4+YUQbN/Oj8bUB6CJjhAh4zBdQHMAYskNs+9bbi53sqt9wD4/cCAU7vAgfZYaJ49OevQIbyOWaK9U0nfZJo6jpESxSVkHLNXEpqIiZcMgJXVjtkVpRgbgVtJdXh/vLRvFAwCSFCdfUanMwjf5bF178qNdGUmWYWJ3p67ccYptpk2dcB7UJdcBnraLMyQukpMBv/IdqKrmdnfrFn6uNMO1zDH5nhQpn9enTEIx6+UXKK8T1zLTJPISdrs9fIi1xRqe3kxIAJgYrlzJhcSsw5KnfC9FbczsencgGpW2mjlzJm655RasXbsW5557rioUZWVlWLp0KV555RX8/e9/b1JDiRZCRB6JVr4aaHo64I8FwICD27h4eE3qCxYLd+AHD2oOva7IQ3DSSeFtjI9FijxkjPYA3Lnl5vLe8p4gFw6jwxM27d0OlMTxWkv37uFtSkp4agzgzsVM0EpK9N2xDJNNgAoLgZoQkKk0NHPUFgsQYwNQze/HJpun99JyAf8ezaZevcLbdO8D/CzdzykJb9O5Mxc0MfLYzAnn53OBSlSyDZG2Vo3PAKBEFD6L+bXs0gv4Vek8eCOIXmeDndkmNhUVc9ETGZAsE7EWAyLilTbZBeEpOQBIyQGgRDAek1QiAHTqBhxawW/7GZAXnZs81ZdGRR633XYbXn/9daxevRpXXHEFRo0ahVGjRuGKK67A6tWrMW/ePPzxj39saluJlkCteShpK4sFSFDSI2U7Ik/IA8J7/2biYfxR1kc8zKKTvDwt0hH3zZBtMqasBLm5fHTYSi/giDNvN3AgsN3PP/tWPzBoUHibkhIuPm4GrPPxqM1IRgZwJB6oFr38CDalSK/Nj+Coe/XXbgcB9OsX3qanLCgMyDFxip078165INvEmaekAO6EutsA+lpQRq5+Loxqk2R3LdMiNpmuhugvz0SECgu12fGAVgORSUwEPNJEvrwI17ukr/wic5u6SDbVhMx/Ax2IRs/zuPrqq7Fq1Sq4XC4cOnQIhw4dgsvlwqpVq3DVVVc1pY1ESyJHHnFK8TFRjJV3KpEHzJ21nBLKyQkvXgLAyJHa7dhY8xRRz576+6NGhbeJidGLUyTxkG2KJB69e/OjD9xpmK2eMGAAcCQErPTxJVVOPjm8TXEx3wHvR6WNWSrNYgEKi4CNfmCVF8gx+fyAflmTzAjDPUecot3Ozg4fIQXor2UtMxe9ggK+HAoAVAaBvN7m7xeSnKWZMALAAMmmIpN0FAD0kWyISwT69w9v01VKdzlDQIHJ/y43F6iR7uebdFYAIFnqfBSVRLBJmpvRpVd4/QwASqROjdOkdtLBOOFJgvHx8SgsLERhYSHilZ7ggQMHcOONN56wcUQr4LTzvL+8H3OKGONfyyfAVUXodcnO0qzeAQCnn67dTk0175mmGJY+kQVHRi629+1r3kaOdMxSEQBw4YXa7UgOQe7Vp6SYp5ESErS6AQBMmFC3Td46bDrnHOAnH7AvAGQPNG8zYgRQqbxfqknKCuA1h0NBnt7ZGQIGDw5vExcHbPPxaOnnAFAc4Rp07sFHr4UYUBjhep8j7fPTKcJ3oJ8kFt16m4t1585ArfLZ9gbNRS82Fjhm4xHhngDQuU94GwA49xLpvCa1IwAYLH3HekU4Tw9JPEr6Ru6MdBCaZYZ5ZWUlXn/99Ua99ttvv8XEiRNRVFQEi8WChQsX6p5njOGBBx5AYWEhkpKSMHbsWOwUI3eIE0cs0ZGYpGzPCS1FUVXJR9JURhAPOb9tXKpaINcv7Pb62WQcjSSQ6xfXX2/e5tZbze2TOfVU7bYYuWNEnqRoJnhmmBWLAWDYMPP3lrnpJh4p7A0CsfHmbfr25RMt1/oAf4Q9IxITeSrtBx+Q38M83w8AQ4bzaCkrCxg3zrzNI48A2wPAdz6gKMK1POss7shdISAtQlTVowcXND8D0k3SlgC/3j/7gQ0+oN/p5qlLALjqGh4R7g9qEaRZm+1+/p5FEURvyDBuMwD0HG7epls3oDTII6HhtBleo8Tjk08+qfPvm2++abRBtbW1GDx4MF544QXT55966ik899xzmDNnDlavXo2UlBSMGzcOHlGkJRqPxwMwJYmcmqk5mrw84HCQF54rQ0ByirlDlx11pMgDAM44gx+vuCJymyuv5Mff/CZym0cf5emkZcvMU2QAd85btwJ//Stw883mbWJjgUsv5benTYv8fiIFdPXVkdv85S/8+OGHkds89RSwejUXqtGjzdvk5gIzZ/L0SSRhjI0FYuJ4CuWccyO/32mn8RFH994buc2TTwJTp/JRcJGu5WmnAS+/DFxwIXDRRZHt3h8E1viB08aYt4mP1wRt/MWRbfrDnUB2N+C//43c5p//5Nfyk0/4d8GMIUOA+E7AXugjX5nOnYF1fl73OnmEeZvERCBjCLAhBPzhtsg2dRRYI7BYLCwmJoZZLJaIfzExMY05tQ4A7KOPPlLvh0IhVlBQwP72t7+pj1VXVzOr1crefvvtep/XbrczAMxut5+wjVHFkSOM2SyMjbEytmqO9vizzzIWA8YGFzAWC8a6dYt8jnXrGLvySsZ+/jlym4oKxh5/nB8jUVnJ2IsvMlZb2+CP0ShcLsa++oqxYDBym717GZs9m7eNhN/P2KFDTWNTKFT3ezHG2C+/8P9PIBC5TWkpY4sXN41N9WHXLsY+/LDuNhs2MDZvHv+MLcHRo4zt3Fl3m2XLGHv11brbVFYyduBA09nVhLS0X2uUeBQVFbGFCxdGfH79+vXNIh67d+9mANj69et17c4880x2xx13RDyPx+Nhdrtd/Ttw4ACJhxnbtzOWG8PY+WmMrfuv9vhnnzFlChX/O+WU1rORIAhTWlo8GpW2GjZsGNaKiWAmWCyWZtnjXCzAaJyAmJ+frz5nxuzZs5GRkaH+FdeVUunIOBzK7HKrtu0oEJ5LjjSyiSCIDkOjxOPuu+/GaaedFvH5nj17nlDdo6m57777YLfb1b8DBw60tkltEzHHIzERiJPEo6REX5zu4OPbCYJo5Azz0ZGKfAopKSkYMyZCsewEKFDG7JeVlaFQGuJYVlaGk83G3StYrVZYjTt+EeHY7fwbYbUC8VLRNC6Oj5ARS4oMjDB0lCCIDkO72gyqW7duKCgowNKlS9XHHA4HVq9ejVFmE8mIhmG3A3HKHA858gD0QzyvuaZl7SIIos3RYPHYv39/g9ofOnSoQe2dTic2bNigrsq7Z88ebNiwAfv374fFYsG0adPw17/+FZ988gl+/vlnXH/99SgqKsKlYqgl0XgcDh55JCZqczwEYhZwQkLkiW0EQXQYGiweI0aMwO9//3usWbMmYhu73Y5XXnkFAwYMwAcffNCg8//0008YMmQIhgwZAgCYMWMGhgwZggceeAAAcM8992Dq1Km45ZZbMGLECDidTixevBiJkcamE/VHF3kYruezzwJTpgCbNrWKaQRBtC0srIHDoioqKvDYY4/htddeQ2JiIoYNG4aioiIkJiaiqqoKW7duxZYtWzB06FDcf//9uOCCC5rL9kbjcDiQkZEBu92O9PT01jan7TB9OvDdC8D5ZwB3/QfIijCLmCCINkdL+7UGRx7Z2dl45plnUFpaiueffx69evXCsWPH1CVCJk+ejLVr12LlypVtUjiIOqiq4pFHUlJ45EEQBCHR6A12k5KScOWVV+JKsYwE0f6prFRqHiQeBEHUTbsabUU0M1WVQKwFSEok8SAIok5IPAgNh7IDnLyiLkEQhAkkHoRGTTU/pqQBMSZ7LBAEQSiQeBAazmp+TLW1phUEQbQDSDw6IowBO3bod73zeICAsidKWqb56wiCIBQaLR6hUAivvfYaLrroIgwYMAADBw7ExRdfjDfeeKNZVtQlmpA33wROOgm4/37tMTFM1wIgzdZalhEE0U5olHgwxnDxxRfj5ptvxqFDhzBw4ED0798f+/btw5QpU3DZZZc1tZ1EU6LM1sfjjwM1Nfx2VZW2NEl8UsSXEgRBAI2c5zFv3jx8++23WLp0Kc4++2zdc19//TUuvfRSvPHGG7g+0vaZROvBmCYYAN/i849/pAmCBEE0iEZFHm+//Tb+9Kc/hQkHAJxzzjmYNWsW5s+ff8LGEc3A9u1ARYV2/+uv+bGqim8ElZioX46dIAjChEaJx6ZNmzB+/PiIz0+YMAEbN25stFFEM/Ldd/r7W7bwY2Ul3wgqKSl8OXaCIAgDjRKPysrKsK1gZfLz81FVVdVoo4hmZNcufrz8cn7cuRPw+ajmQRBEg2iUeASDQcTFRS6XxMbGIhAINNooohkpK+PH4cOB9HQgGOTDdo8d45FHcjIQn9y6NhIE0eZpVMGcMYYpU6ZE3NrV6/WekFFEM3LkCD8WFAD9+gGrVgFbtwJ79/KaR0YG1TwIgjgujRKPG2644bhtaKRVG8VMPLZsAfbs4ZGHzUaRB0EQx6VR4jF37tymtoNoKUTaKj8fGDCA3960Cdi7B+gBwJZJQ3UJgjguzbI8ycGDB3HLLbc0x6mJEyEYBMrL+e2CAkDZ6herVgFlpYDFAmTaKPIgCOK4NIt4VFRU4NVXX22OUxMnQkUFFxAAyM0FTj6Z3z5yBIhjQHw8kJoBxDZ6jzCCIDoItDBiR0KkrHJyuFDYbEC3bvyxeCXqSKCogyCI40Pi0ZGQi+WCoUP5US2W0xwPgiCOD4lHR0KIhzzB84wz+DEOXFRodjlBEPWgUcnty8Xs5AhUV1c35rREcyOPtBLceivQuTPg3w/k1lLkQRBEvWiUeGRkZBz3eZrn0QYRCyLm5mqPWa3AlVcCvy4D9q2kkVYEQdQLmufRkais5MesrPDnvMoy7da0lrOHIIh2S6NqHitXrsSiRYt0j73xxhvo1q0b8vLycMstt9ASJW0REg+CIJqIRonHww8/jC1iKW8AP//8M2666SaMHTsWs2bNwqefforZs2c3mZFEE1GXeHgc/JiY3nL2EATRbmmUeGzcuBHnnnuuen/BggUYOXIkXnnlFcyYMQPPPfcc3n333SYzkmgiIokHYxR5EATRIBolHlVVVbr9PJYvX44JEyao90eMGIEDBw6cuHVE0xJJPPxuIKQsoZ9A4kEQxPFplHjk5+djz549AACfz4d169bh1FNPVZ+vqalBfHx801hINB2RxENEHQnJtDQJQRD1olHiccEFF2DWrFlYsWIF7rvvPiQnJ2P06NHq85s2bUKPHj2azEiiCfD5AKeT3w4TD6XeQSkrgiDqSaO6mY8++iguv/xyjBkzBqmpqXj99deRkJCgPv/aa6/h/PPPbzIjiSZAbAtssfANn2RU8aBiOUEQ9aNR4pGTk4Nvv/0WdrsdqampiI2N1T3/3nvvITU1tUkMJJoIkbLKyAAM/y+4FGFJtLWoSQRBtF9OKMEdaaZ5ltlQUKJ1qWuYruMQP6YXtpw9BEG0a2hhxI5CJPEIBgCnsuZVelHL2kQQRLuFxKOjIGoeRvFwlgGhIF8QkdJWBEHUExKPjkKkyKN6Hz+md+LFdIIgiHpA4tFRMBOPgBc48CO/ndu75W0iCKLdQuLRUTATj70r+Ozy5Gwgf2Dr2EUQRLuExKOjYBQP+yHg4E/8ds9zgRj6KhAEUX/IY3QUjOJxeD1fEDG/H5BNqwEQBNEwSDw6CrJ4hEJAxS5+v3Bw69lEEES7hcSjoyCLh+Mgr3XEJwIZXVrXLoIg2iUkHh0FWTyqlOG5WT2o1kEQRKMgz9ERCAaB6mp+OysLcB3jt9MKWs0kgiDaNyQeHQG7nRfHASAzE6hVxCM5u/VsIgiiXUPi0REQKauUFCAuDnArS5WQeBAE0UhIPDoCcr3DU83XsoqNAxLNV0UmCII4HiQeHQFZPOSUFa1lRRBEIyHx6AjI4uGq4LcpZUUQxAlA4tERkJdj99bw25SyIgjiBCDx6AgcPcqP2dmATxGPhLTWs4cgiHYPiUdHoLSUH4uKAK+T37bSHvMEQTSedikeDz30ECwWi+6vT58+rW1W2+XwYX4sKgJ8Qjwo8iAIovHEtbYBjaV///746quv1Ptxce32ozQ/QjwKCgDvVn47gSIPgiAaT7v1uHFxcSgooOU16oUQj/wsoDbEh+iSeBAEcQK0y7QVAOzcuRNFRUXo3r07Jk+ejP3790ds6/V64XA4dH8dhkAAKCvjt7OVVFV8Mi2ISBDECdEuPcjIkSMxb948LF68GC+++CL27NmD0aNHo6amxrT97NmzkZGRof4VFxe3sMWtSHk5X9cqNhZIs/LHqFhOEMQJYmFMrJjXfqmurkbXrl3xzDPP4Kabbgp73uv1wuv1qvcdDgeKi4tht9uRnp7ekqa2PD/9BIwYAXTqBPz4KbB9MZDTCxh4ZWtbRhBEE+JwOJCRkdFifq3d1jxkbDYbevfujV27dpk+b7VaYbVaW9iqNoI80kpMEKR6B0EQJ0i7TFsZcTqd2L17NwoLC1vblLaHTjxojgdBEE1DuxSPmTNnYvny5di7dy9++OEHXHbZZYiNjcWkSZNa27S2x/bt/Ni1qzbHgyIPgiBOkHaZtjp48CAmTZqEiooK5Obm4owzzsCqVauQm5vb2qa1Pdas4cdhw7S0FU0QJAjiBGmX4rFgwYLWNqF9EAgA69fz2yNGAJVf8tskHgRBnCDtMm1F1JNt2wCXC0hLA3r1AHwu/jilrQiCOEHaZeRBHAefD1i3Dvj0U35/2DDArwhHTCwQn9R6thEEERWQeEQb27YBY8dqo6wA4JJL9MVy2kGQIIgThNJW0cbjj+uF47e/Be64g4bpEgTRpFDkEU24XMDChfz2t98CvXsDeXk80qCRVgRBNCEkHtHE//4HOJ1ASQlwxhn69BTtIEgQRBNCaato4ocf+HHixPC6BqWtCIJoQkg8oonNm/lx8ODw52h2OUEQTQiJRzQhxGPAgPDnKPIgCKIJIfGIFioqgNJSfrtfv/DnvcoGWNYoX4KeIIgWgcQjWtiyhR9LSviMcpmAFwj6+W1KWxEE0QSQeEQLImXVv3/4cyJlFZfA/wiCIE4QEo9oYfdufjzppPDnaJguQRBNDIlHtLBnDz+WlIQ/R8VygiCaGBKPaGHvXn7s1i38OZpdThBEE0PiES3UFXl47PyYmNFi5hAEEd2QeEQD1dX8D4ggHspzJB4EQTQRJB7RgEhZ5eQAqSZ1DXc1PybaWsgggiCiHRKPaKCuekcopKWtkmwtZRFBEFEOiUc0IMTDdKSVA2AhvoMgDdUlCKKJIPGIBkSx3CzykIvlMfTvJgiiaSBvEg3UFXmoxXJby9hCEESHgMQjGqgr8nBV8CPVOwiCaEJIPNo7jNUdeTjL+TE1r6UsIgiiA0Di0d6prARqlBnkXbvqn2MMcJbx26n5LWsXQRBRDYlHe0dEHQUFQFKS/jmfE/C5+Ja0KbktbhpBENELiUd7p656h0hZJWcDsfEtZxNBEFEPiUd759df+dGs3lGj7CxI9Q6CIJoYEo/2zvbt/Gi2j0fVXn7MKG4xcwiC6BiQeLR3tm3jxz599I8HfIDjML+dWdKiJhEEEf2QeLRnGNPEo29f/XP2A0AoyGeWJ2W2vG0EQUQ1JB7tmfJyvhS7xQL07q1/7qiSzsrqxp8nCIJoQkg82jMi6ujWDUhM1B4P+oGjynN5/VreLoIgoh4Sj/bM1q38aExZHdvJax6JGYCtS8vbRRBE1EPi0Z754Qd+HDpU/3jZFn7M708pK4IgmgUSj/YKY8CyZfz22Wdrj3udQKUy9yN/QIubRRBEx4DEo72yezdw6BCQkACceqr2ePk2vvlTehGQkt169hEEEdWQeLRXvviCH089Vb+mVbmUsiIIgmgmSDzaI8Eg8Nxz/Pall2qPuyoBRymvc+T2MX0pQRBEU0Di0R6ZNw/YsQPIzARuvll7vFwZnptZAlhTW8MygiA6CCQe7Y0lS4A//pHfvvtuIC2N32YMKFeG7tLcDoIgmhkSj/bE0qXARRcBPh9wxRXAvfdqzznLgdpjQEwckGuySCJBEEQTQuLRXti3D7jqKi4cl10GzJ8PxEj/PhF1ZHcH4qytYyNBEB0GEo/2wsyZfMvZESOAt94CrJJAMAYc/YXfppQVQRAtAIlHe2D1auD993mk8dpr+nWsAL5PubsaiI0Dsnq0iokEQXQsSDzaA3//Oz9edx0wwGTWuBhlldUDiEtoObsIguiwkHi0dQ4eBD76iN++667w53Upq77hzxMEQTQDJB5tnTlz+KTAMWOAgQPDn6eUFUEQrQCJR1vG6wVefpnfvv128zalm/iRUlYEQbQgJB5tmQULgKNHgc6d9cuQCPwe4IgiHkVDWtQ0giA6NiQebZVgEHj8cX779tuBuLjwNgfX8F0DU3L4kiQEQRAtBIlHW+U//+HrV2Vna8uRyLgqgf2r+O2up9OmTwRBtCgkHm2RNWuAGTP47b/8RVu/SuCrBX5+HwgFeMRBo6wIgmhhSDzaErt3A3/+Mx9Z5XIB550H3HGHvk3VPmDtPMBVASSmA30upKiDIIgWp12LxwsvvICSkhIkJiZi5MiR+PHHH1vbpIazezfwxBPAsGFAz568zuF2AxdeqM0qZwyo2A1seBvY8BbgcQDJWcCga7iAEARBtDAmVdj2wTvvvIMZM2Zgzpw5GDlyJP7xj39g3Lhx2L59O/Ly8lrbvHBCIR5NVFcD27YBP/4IfPABsH691iYmBjjnHODWW4Bx5wK1h4GyH4Gj2/je5ABgiQEKBwPdzwLiE83eiSAIotmxMMZYaxvRGEaOHIkRI0bg+eefBwCEQiEUFxdj6tSpmDVrlq6t1+uF1+tV7zscDhQXF8M+vgjp8TFA2BVgpjdNH6jz8jHA5+fzNXw+/pAxw2SxAL16AYMHAwMHANZYIBgIP1WcFSgYBHQeDiTZ6nhPgiA6Ig6HAxkZGbDb7UhPb/6MRLuMPHw+H9auXYv77rtPfSwmJgZjx47FypUrw9rPnj0bDz/8cPiJao4BcS1QL4gBkKi8j8UCZGUC+flAjx5An75AcrLSkGnCERMLJGcD6UVAdk8gsxufRU4QBNEGaJfe6NixYwgGg8jPz9c9np+fj19++SWs/X333YcZYvQStMgDM14BUhTHHWMQEV0R2qK/byxQm95XHktKAlJSuEAkJ/MVcWNizT+YxcIjjLgkfqRCOEEQbZR2KR4NxWq1wmo12SBp7KVAC4R3BEEQ0Ua7HG2Vk5OD2NhYlJWV6R4vKytDQUFBK1lFEATRcWiX4pGQkIBhw4Zh6dKl6mOhUAhLly7FqFGjWtEygiCIjkG7TVvNmDEDN9xwA4YPH45TTjkF//jHP1BbW4vf/va3rW0aQRBE1NNuxePqq6/G0aNH8cADD+DIkSM4+eSTsXjx4rAiOkEQBNH0tNt5HidCS4+HJgiCaG5a2q+1y5oHQRAE0bqQeBAEQRANhsSDIAiCaDAkHgRBEESDIfEgCIIgGky7Hap7IogBZg6Ho5UtIQiCaBqEP2upAbQdUjwqKioAgC+OSBAEEUVUVFQgIyOj2d+nQ4pHVlYWAGD//v0tcpFPFLEK8IEDB9rNvJT2ZjPZ2/y0N5vbm712ux1dunRR/Vtz0yHFIyaGl3oyMjLaxZdCkJ6e3q7sBdqfzWRv89PebG5v9gr/1uzv0yLvQhAEQUQVJB4EQRBEg+mQ4mG1WvHggw+abxDVBmlv9gLtz2ayt/lpbzaTvXXTIRdGJAiCIE6MDhl5EARBECcGiQdBEATRYEg8CIIgiAZD4kEQBEE0GBIPgiAIosFErXg88cQTsFgsmDZtmvqYx+PBbbfdhuzsbKSmpuKKK65AWVmZ7nX79+/HhRdeiOTkZOTl5eHuu+9GIBBocvseeughWCwW3V+fPn3apK2CQ4cO4dprr0V2djaSkpIwcOBA/PTTT+rzjDE88MADKCwsRFJSEsaOHYudO3fqzlFZWYnJkycjPT0dNpsNN910E5xOZ7PYW1JSEnaNLRYLbrvtNgBt7xoHg0Hcf//96NatG5KSktCjRw88+uijuoXu2to1rqmpwbRp09C1a1ckJSXhtNNOw5o1a9qMvd9++y0mTpyIoqIiWCwWLFy4UPd8U9m3adMmjB49GomJiSguLsZTTz3VLPZ++OGHOP/885GdnQ2LxYINGzaEnaPFvtcsCvnxxx9ZSUkJGzRoELvzzjvVx//whz+w4uJitnTpUvbTTz+xU089lZ122mnq84FAgA0YMICNHTuWrV+/nv3vf/9jOTk57L777mtyGx988EHWv39/Vlpaqv4dPXq0TdrKGGOVlZWsa9eubMqUKWz16tXs119/ZV988QXbtWuX2uaJJ55gGRkZbOHChWzjxo3s4osvZt26dWNut1ttM378eDZ48GC2atUqtmLFCtazZ082adKkZrG5vLxcd32XLFnCALBvvvmGMdb2rvFjjz3GsrOz2aJFi9iePXvYe++9x1JTU9k///lPtU1bu8ZXXXUV69evH1u+fDnbuXMne/DBB1l6ejo7ePBgm7D3f//7H/vzn//MPvzwQwaAffTRR7rnm8I+u93O8vPz2eTJk9nmzZvZ22+/zZKSkthLL73U5Pa+8cYb7OGHH2avvPIKA8DWr18fdo6W+l5HnXjU1NSwXr16sSVLlrAxY8ao4lFdXc3i4+PZe++9p7bdtm0bA8BWrlzJGOP/uJiYGHbkyBG1zYsvvsjS09OZ1+ttUjsffPBBNnjwYNPn2pqtjDF27733sjPOOCPi86FQiBUUFLC//e1vus9htVrZ22+/zRhjbOvWrQwAW7Nmjdrm888/ZxaLhR06dKjJbTZy5513sh49erBQKNQmr/GFF17IbrzxRt1jl19+OZs8eTJjrO1dY5fLxWJjY9miRYt0jw8dOpT9+c9/bnP2Gp1xU9n373//m2VmZuq+E/feey876aSTmtRemT179piKR0t+r6MubXXbbbfhwgsvxNixY3WPr127Fn6/X/d4nz590KVLF6xcuRIAsHLlSgwcOBD5+flqm3HjxsHhcGDLli1NbuvOnTtRVFSE7t27Y/Lkydi/f3+btfWTTz7B8OHD8Zvf/AZ5eXkYMmQIXnnlFfX5PXv24MiRIzqbMzIyMHLkSJ3NNpsNw4cPV9uMHTsWMTExWL16dZPbLOPz+fDmm2/ixhtvhMViaZPX+LTTTsPSpUuxY8cOAMDGjRvx3XffYcKECQDa3jUOBAIIBoNITEzUPZ6UlITvvvuuzdlrpKnsW7lyJc4880wkJCSobcaNG4ft27ejqqqqWT+DkZb8XkfVqroLFizAunXrdDlXwZEjR5CQkACbzaZ7PD8/H0eOHFHbyBdUPC+ea0pGjhyJefPm4aSTTkJpaSkefvhhjB49Gps3b25ztgLAr7/+ihdffBEzZszAn/70J6xZswZ33HEHEhIScMMNN6jvaWaTbHNeXp7u+bi4OGRlZTWLzTILFy5EdXU1pkyZotrS1q7xrFmz4HA40KdPH8TGxiIYDOKxxx7D5MmTde/ZVq5xWloaRo0ahUcffRR9+/ZFfn4+3n77baxcuRI9e/Zsc/YaaSr7jhw5gm7duoWdQzyXmZnZLPab0ZLf66gRjwMHDuDOO+/EkiVLwnpCbRHRmwSAQYMGYeTIkejatSveffddJCUltaJl5oRCIQwfPhyPP/44AGDIkCHYvHkz5syZgxtuuKGVrTs+r776KiZMmICioqLWNiUi7777LubPn4+33noL/fv3x4YNGzBt2jQUFRW12Wv83//+FzfeeCM6deqE2NhYDB06FJMmTcLatWtb2zSimYmatNXatWtRXl6OoUOHIi4uDnFxcVi+fDmee+45xMXFIT8/Hz6fD9XV1brXlZWVoaCgAABQUFAQNipB3BdtmgubzYbevXtj165dKCgoaHO2FhYWol+/frrH+vbtq6baxHua2STbXF5erns+EAigsrKyWa/vvn378NVXX+Hmm29WH2uL1/juu+/GrFmzcM0112DgwIG47rrrMH36dMyePVv3nm3pGvfo0QPLly+H0+nEgQMH8OOPP8Lv96N79+5t0l6ZprKvNf2GkZb8XkeNeJx77rn4+eefsWHDBvVv+PDhmDx5sno7Pj4eS5cuVV+zfft27N+/H6NGjQIAjBo1Cj///LPuy7JkyRKkp6eHOc6mxul0Yvfu3SgsLMSwYcPanK2nn346tm/frntsx44d6Nq1KwCgW7duKCgo0NnscDiwevVqnc3V1dW6XunXX3+NUCiEkSNHNrnNgrlz5yIvLw8XXnih+lhbvMYulytsI5/Y2FiEQiEAbfsap6SkoLCwEFVVVfjiiy9wySWXtGl7gaa7nqNGjcK3334Lv9+vtlmyZAlOOumkFk1ZAS38va5/7b/9IY+2YowPYevSpQv7+uuv2U8//cRGjRrFRo0apT4vhrCdf/75bMOGDWzx4sUsNze3WYZm3nXXXWzZsmVsz5497Pvvv2djx45lOTk5rLy8vM3Zyhgf/hwXF8cee+wxtnPnTjZ//nyWnJzM3nzzTbXNE088wWw2G/v444/Zpk2b2CWXXGI67HHIkCFs9erV7LvvvmO9evVqtmGkjDEWDAZZly5d2L333hv2XFu7xjfccAPr1KmTOlT3ww8/ZDk5Oeyee+5R27S1a7x48WL2+eefs19//ZV9+eWXbPDgwWzkyJHM5/O1CXtramrY+vXr2fr16xkA9swzz7D169ezffv2NZl91dXVLD8/n1133XVs8+bNbMGCBSw5OblRQ3WPZ29FRQVbv349++yzzxgAtmDBArZ+/XpWWlqqnqOlvtcdSjzcbjf74x//yDIzM1lycjK77LLLdBedMcb27t3LJkyYwJKSklhOTg676667mN/vb3Lbrr76alZYWMgSEhJYp06d2NVXX62bM9GWbBV8+umnbMCAAcxqtbI+ffqwl19+Wfd8KBRi999/P8vPz2dWq5Wde+65bPv27bo2FRUVbNKkSSw1NZWlp6ez3/72t6ympqbZbP7iiy8YgDA7GGt719jhcLA777yTdenShSUmJrLu3buzP//5z7rhk23tGr/zzjuse/fuLCEhgRUUFLDbbruNVVdXtxl7v/nmGwYg7O+GG25oUvs2btzIzjjjDGa1WlmnTp3YE0880Sz2zp071/T5Bx98UD1HS32vaT8PgiAIosFETc2DIAiCaDlIPAiCIIgGQ+JBEARBNBgSD4IgCKLBkHgQBEEQDYbEgyCiFJfLhcsvvxxFRUV48MEHW9scIsog8SCIKOX1119HQkICPv30U7z77rvYtm1ba5tERBEkHkSHwGxXtmjB5/OhZ8+e+OGHH3SPZ2RkIC8vD7169YLNZkNGRobu+VmzZmHq1KktaSoRRZB4EO2WKVOmqFvLxsfHIz8/H+eddx5ee+01dT0oQWlpqW4l47pob0IzZ84cdOvWDaeddpru8WuuuQbffPMNMjMzMXz48LAVhWfOnInXX38dv/76a0uaS0QJJB5Eu2b8+PEoLS3F3r178fnnn+Pss8/GnXfeiYsuuki3J3NBQQGsVmsrWto8MMbw/PPP46abbgp7rqKiAjt27MA999wTFpUAQE5ODsaNG4cXX3yxJUwlogwSD6JdY7VaUVBQgE6dOmHo0KH405/+hI8//hiff/455s2bp7aTowmfz4fbb78dhYWFSExMRNeuXdVlz0tKSgAAl112GSwWi3p/9+7duOSSS5Cfn4/U1FSMGDECX331lc6WkpISPP7447jxxhuRlpaGLl264OWXX9a1OXjwICZNmoSsrCykpKRg+PDhuh3zPv74YwwdOhSJiYno3r07Hn74YZ0IGlm7di12796tWzFYMH/+fAwdOhSzZs3Cli1bsGnTprA2EydOxIIFCyKenyAiQeJBRB3nnHMOBg8ejA8//ND0+eeeew6ffPIJ3n33XWzfvh3z589XRULsQjl37lyUlpaq951OJy644AIsXboU69evx/jx4zFx4kR1PxPB008/jeHDh2P9+vX44x//iFtvvVVdyt7pdGLMmDE4dOgQPvnkE2zcuBH33HOPmmJbsWIFrr/+etx5553YunUrXnrpJcybNw+PPfZYxM+6YsUK9O7dG2lpaWHPzZ07F9deey0yMjJw0UUXYe7cuWFtTjnlFBw8eBB79+6t+6IShJFGLf1IEG2AG264gV1yySWmz1199dWsb9++6n0A7KOPPmKMMTZ16lR2zjnnsFAoZPpauW1d9O/fn/3rX/9S73ft2pVde+216v1QKMTy8vLYiy++yBhj7KWXXmJpaWmsoqLC9Hznnnsue/zxx3WP/fe//2WFhYURbbjzzjvZOeecE/b42rVrWXx8PDt69ChjjLGPPvqI5ebmqkulC+x2OwPAli1bdpxPSxB6KPIgohLGGCwWi+lzU6ZMwYYNG3DSSSfhjjvuwJdffnnc8zmdTsycORN9+/aFzWZDamoqtm3bFhZ5DBo0SL1tsVh0O9Ft2LABQ4YMQVZWlul7bNy4EY888ghSU1PVv9/97ncoLS2Fy+UyfY3b7Tbddnnu3LkYN24ccnJyAAAXXHABgsEgPvvsM107seVxpPMTRCSiZg9zgpDZtm0bunXrZvrc0KFDsWfPHnz++ef46quvcNVVV2Hs2LF4//33I55v5syZWLJkCf7+97+jZ8+eSEpKwpVXXgmfz6drFx8fr7tvsVjUtNTx9qZ3Op14+OGHcfnll4c9ZyYQAC96//zzz7rHvF4v3nrrLVRVVSEuTvuJB4NBzJ07F5deeqn6WGVlJQAgNze3TtsIwgiJBxF1fP311/j5558xffr0iG3S09Nx9dVX4+qrr8aVV16J8ePHo7KyEllZWYiPj0cwGNS1//777zFlyhRcdtllALijb2idYNCgQfjPf/6jvo+RoUOHYvv27ejZs2e9zzlkyBC8+OKLukjrk08+gc/nw/r16xEbG6u2/eWXXzBp0iSUl5cjLy8PALB582bEx8ejf//+DfosBEHiQbRrvF4vjhw5gmAwiLKyMixevBizZ8/GRRddhOuvv970Nc888wwKCwsxZMgQxMTE4L333kNBQQFsNhsAPmpq6dKlOP3002G1WpGZmYlevXrhww8/xMSJE2GxWHD//feHzSU5HpMmTcLjjz+OSy+9FLNnz0ZhYSHWr1+PoqIijBo1Cg888AAuuugidOnSBVdeeSViYmKwceNGbN68GX/9619Nz3n22WfD6XRiy5YtGDBgAACesrrwwgsxePBgXdv+/fsjPz8fb775JmbMmAGAF9xHjx593KiIIIxQzYNo1yxevBiFhYUoKSnB+PHj8c033+C5557Dxx9/rOt1y6SlpeGpp57C8OHDMWLECOzduxf/+9//EBPDfw5PP/00lixZguLiYgwZMgQAF5zMzEycdtppmDhxIsaNG4ehQ4c2yNaEhAR8+eWXyMvLwwUXXICBAwfiiSeeUO0cN24cFi1ahC+//BIjRozAqaeeimeffRZdu3aNeM7s7GxcdtllmD9/PgDg8OHD+PLLL3HFFVeEtbVYLLj88st1o64WLFiA3/3udw36HAQBALQNLUG0czZt2oTzzjsPu3fvRmpqar1f9/nnn+Ouu+7Cpk2bdLURgqgPFHkQRDtn0KBBePLJJ7Fnz54Gva62thZz584l4SAaBUUeBEEQRIOhyIMgCIJoMCQeBEEQRIMh8SAIgiAaDIkHQRAE0WBIPAiCIIgGQ+JBEARBNBgSD4IgCKLBkHgQBEEQDYbEgyAIgmgwJB4EQRBEg/l/CGlzplQ1OykAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "z, sld1 = s1.sld_profile()\n",
    "z, sldN = sN.sld_profile()\n",
    "\n",
    "\n",
    "# Plot the SLD profile\n",
    "plt.figure(figsize=(4, 4), dpi=100)\n",
    "plt.plot(z, sld1, 'r', label = 'refnx')\n",
    "plt.plot(z, sldN, 'C1', alpha = 0.5, label = 'Neural network')\n",
    "plt.xlabel('Distance (Å)')\n",
    "plt.ylabel('SLD ($10^{-6}$ Å⁻²)')\n",
    "plt.legend()\n",
    "plt.xlim([400,1100])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "650e0d80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "q_values = objective1.data.x\n",
    "rdata1 = objective1.data.y\n",
    "rmodel1 = objective1.model(q_values)\n",
    "\n",
    "plt.figure(figsize=(5, 4), dpi=100)\n",
    "plt.plot(q_values, rdata1, 'b.', label = 'Measurement')\n",
    "plt.plot(q_values, rmodel1, 'r', label = 'refnx')\n",
    "plt.plot(q2, data_Origin[:,1]*100, 'b.')\n",
    "plt.plot(q2, model_N(q2)*100, 'C1', label = 'Neural network')\n",
    "plt.xlabel(\"q [$\\\\AA^{-1}$]\")\n",
    "plt.ylabel(\"Reflectivity\")\n",
    "plt.legend()\n",
    "plt.yscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a33fa792",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "TensorFlow2",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
